{"id":29976,"date":"2026-08-03T10:45:42","date_gmt":"2026-08-03T02:45:42","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29976"},"modified":"2026-08-03T10:45:42","modified_gmt":"2026-08-03T02:45:42","slug":"%e4%bb%8etpu%e5%88%b0%e8%87%aa%e6%88%91%e8%bf%9b%e5%8c%96%e7%9a%84agent%ef%bc%8cjeff-dean%e5%a6%82%e4%bd%95%e5%88%a4%e6%96%adai%e7%9a%84%e4%b8%8b%e4%b8%80%e6%ad%a5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/08\/03\/29976\/","title":{"rendered":"\u4eceTPU\u5230\u81ea\u6211\u8fdb\u5316\u7684Agent\uff0cJeff Dean\u5982\u4f55\u5224\u65adAI\u7684\u4e0b\u4e00\u6b65"},"content":{"rendered":"
\u4eca\u5929\u7684 Agent \u5de5\u7a0b\u4e5f\u53ef\u80fd\u5904\u5728\u7c7b\u4f3c\u9636\u6bb5\u3002\u5927\u91cf\u56e2\u961f\u4ecd\u5728\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u624b\u5de5\u7f16\u6392\u63d0\u793a\u8bcd\u3001\u91cd\u8bd5\u903b\u8f91\u548c\u5de5\u5177\u8c03\u7528\u3002\u672a\u6765\uff0c\u662f\u5426\u4f1a\u51fa\u73b0\u4e00\u4e2a\u50cf MapReduce \u4e00\u6837\u7b80\u6d01\u7684\u62bd\u8c61\uff0c\u8ba9\u957f\u7a0b Agent \u7684\u5206\u89e3\u3001\u9a8c\u8bc1\u3001\u6062\u590d\u548c\u5e76\u884c\u63a2\u7d22\u6210\u4e3a\u5e95\u5c42\u80fd\u529b\uff1f<\/div>\n
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2026 \u5e74\u7684 YC Startup School \u4e0a\uff0cJeff Dean\u00a0\u7684\u58f0\u97f3\u6709\u4e9b\u6c99\u54d1\u3002<\/p>\n

\u8bbf\u8c08\u521a\u5f00\u59cb\uff0c\u4ed6\u4fbf\u89e3\u91ca\u81ea\u5df1\u5931\u58f0\u4e86\uff0c\u4eca\u5929\u542c\u8d77\u6765\u548c\u5e73\u65f6\u4e0d\u592a\u4e00\u6837\u3002\u4f46\u8fd9\u5e76\u6ca1\u6709\u5f71\u54cd\u53f0\u4e0b\u542c\u4f17\u7684\u6ce8\u610f\u529b\u3002\u5750\u5728\u4ed6\u9762\u524d\u7684 YC \u5408\u4f19\u4eba Diana Hu\uff0c\u4e00\u53e3\u6c14\u5217\u51fa\u4e86\u4e00\u4e32\u8db3\u4ee5\u5199\u8fdb\u8ba1\u7b97\u673a\u53f2\u7684\u540d\u5b57\uff1aMapReduce\u3001BigTable\u3001TensorFlow\u3001TPU\u3001Gemini\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4efb\u4f55\u4e00\u4e2a\u9879\u76ee\uff0c\u90fd\u8db3\u591f\u6210\u4e3a\u4e00\u540d\u5de5\u7a0b\u5e08\u804c\u4e1a\u751f\u6daf\u7684\u4ee3\u8868\u4f5c\u3002\u5b83\u4eec\u5374\u96c6\u4e2d\u51fa\u73b0\u5728 Jeff Dean \u548c\u4ed6\u8eab\u8fb9\u4e00\u6279 Google \u5de5\u7a0b\u5e08\u7684\u5c65\u5386\u91cc\u3002<\/p>\n

Diana \u6ca1\u6709\u628a\u8bbf\u8c08\u505a\u6210\u4e00\u6b21\u529f\u7ee9\u56de\u987e\u3002\u5979\u66f4\u5173\u5fc3\u53e6\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53\u751f\u6210\u5f0f AI \u5df2\u7ecf\u5e2d\u5377\u8f6f\u4ef6\u884c\u4e1a\uff0cJeff Dean \u8fd9\u79cd\u6700\u64c5\u957f\u4ece\u5e95\u5c42\u91cd\u6784\u7cfb\u7edf\u7684\u4eba\uff0c\u4eca\u5929\u7a76\u7adf\u5728\u770b\u4ec0\u4e48\uff1f<\/p>\n

\u7b54\u6848\u5e76\u4e0d\u662f\u66f4\u5927\u7684\u6a21\u578b\u3002<\/p>\n

\u5728\u8fd9\u573a\u8fd1\u4e00\u5c0f\u65f6\u7684\u5bf9\u8bdd\u91cc\uff0cJeff Dean \u53cd\u590d\u8c08\u5230\u63a8\u7406\u786c\u4ef6\u3001\u80fd\u91cf\u3001\u6570\u636e\u642c\u8fd0\u3001\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001\u957f\u65f6\u95f4\u8fd0\u884c\u7684 Agent\u3001\u81ea\u52a8\u5316\u5b9e\u9a8c\u7cfb\u7edf\uff0c\u4ee5\u53ca\u521b\u4e1a\u516c\u53f8\u5982\u4f55\u907f\u5f00\u901a\u7528\u6a21\u578b\u7684\u6b63\u9762\u78be\u538b\u3002\u4ed6\u8bb2\u7684\u770b\u4f3c\u5206\u6563\uff0c\u80cc\u540e\u5374\u6709\u4e00\u6761\u975e\u5e38\u6e05\u695a\u7684\u4e3b\u7ebf\uff1aAI \u7684\u4e0b\u4e00\u9636\u6bb5\uff0c\u4e0d\u53ea\u662f\u628a\u6a21\u578b\u8bad\u7ec3\u5f97\u66f4\u806a\u660e\uff0c\u800c\u662f\u628a\u6a21\u578b\u653e\u8fdb\u4e00\u4e2a\u80fd\u957f\u671f\u5de5\u4f5c\u3001\u6301\u7eed\u8bd5\u9519\u3001\u81ea\u52a8\u9a8c\u8bc1\u3001\u4e0d\u65ad\u79ef\u7d2f\u80fd\u529b\u7684\u7cfb\u7edf\u91cc\u3002<\/p>\n

\u8fd9\u4e5f\u610f\u5473\u7740\uff0cAI \u7ade\u4e89\u6b63\u5728\u4ece\u300c\u8c01\u6709\u66f4\u5927\u7684\u6a21\u578b\u300d\uff0c\u8f6c\u5411\u300c\u8c01\u80fd\u66f4\u597d\u5730\u7ec4\u7ec7\u667a\u80fd\u300d\u3002<\/p>\n

\u4e00\u3001AI \u5df2\u7ecf\u50cf\u521d\u7ea7\u5de5\u7a0b\u5e08\uff0c\u4f46\u8fd9\u4e0d\u662f\u6700\u91cd\u8981\u7684\u53d8\u5316<\/h4>\n

2025 \u5e74 5 \u6708\uff0cJeff Dean \u66fe\u505a\u8fc7\u4e00\u4e2a\u5f15\u53d1\u5e7f\u6cdb\u8ba8\u8bba\u7684\u5224\u65ad\uff1aAI \u7684\u80fd\u529b\u5df2\u7ecf\u63a5\u8fd1\u4e00\u540d\u521d\u7ea7\u5de5\u7a0b\u5e08\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4e00\u5e74\u540e\uff0cDiana \u95ee\u4ed6\uff0c\u8fd9\u4e2a\u9884\u6d4b\u5b9e\u73b0\u5f97\u600e\u4e48\u6837\uff1f<\/p>\n

Jeff Dean \u7684\u56de\u7b54\u5f88\u76f4\u63a5\u3002\u4ed6\u8ba4\u4e3a\uff0c\u8fd9\u4e2a\u5224\u65ad\u300c\u76f8\u5f53\u51c6\u786e\u300d\u3002\u6a21\u578b\u5728 Agent \u5316\u3001\u957f\u6d41\u7a0b\u7f16\u7801\u548c\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u8fdb\u6b65\uff0c\u751a\u81f3\u6bd4\u4ed6\u5f53\u65f6\u9884\u60f3\u5f97\u66f4\u5feb\u3002<\/p>\n

\u300c\u6a21\u578b\u5b8c\u6210\u8d8a\u6765\u8d8a\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u589e\u957f\u5f97\u6bd4\u6211\u9884\u671f\u66f4\u5feb\u3002\u300d\u4ed6\u8bf4\u3002<\/p>\n

\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u79cd\u80fd\u529b\u4e0d\u518d\u5c40\u9650\u4e8e\u5199\u4ee3\u7801\u3002\u8d8a\u6765\u8d8a\u591a Agent \u7cfb\u7edf\u5f00\u59cb\u8fdb\u5165\u79d1\u5b66\u3001\u5de5\u7a0b\u548c\u5176\u4ed6\u4e13\u4e1a\u9886\u57df\u3002\u5b83\u4eec\u4e0d\u53ea\u662f\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u62c6\u4efb\u52a1\u3001\u7528\u5de5\u5177\u3001\u8fd0\u884c\u5b9e\u9a8c\u3001\u8bfb\u53d6\u7ed3\u679c\uff0c\u518d\u6839\u636e\u53cd\u9988\u7ee7\u7eed\u884c\u52a8\u3002<\/p>\n

\u628a AI \u7c7b\u6bd4\u6210\u521d\u7ea7\u5de5\u7a0b\u5e08\uff0c\u5bb9\u6613\u8ba9\u4eba\u628a\u6ce8\u610f\u529b\u653e\u5728\u4eba\u529b\u66ff\u4ee3\u4e0a\u3002\u4f46 Jeff Dean \u66f4\u5173\u5fc3\u7684\u662f\u53e6\u4e00\u5c42\u53d8\u5316\uff1a\u5f53\u4e00\u4e2a\u300c\u521d\u7ea7\u5de5\u7a0b\u5e08\u300d\u53ef\u4ee5\u590d\u5236\u6210\u51e0\u5341\u4e2a\u3001\u51e0\u767e\u4e2a\uff0c\u5e76\u884c\u5de5\u4f5c\u51e0\u5929\u751a\u81f3\u51e0\u5468\uff0c\u7ec4\u7ec7\u751f\u4ea7\u7684\u65b9\u5f0f\u4f1a\u53d1\u751f\u4ec0\u4e48\u53d8\u5316\uff1f<\/p>\n

\u5728\u4f20\u7edf\u56e2\u961f\u91cc\uff0c\u521d\u7ea7\u5de5\u7a0b\u5e08\u9700\u8981\u4e0a\u624b\u4e1a\u52a1\uff0c\u9700\u8981\u7406\u89e3\u5de5\u5177\uff0c\u9700\u8981\u4e0d\u65ad\u5f97\u5230\u53cd\u9988\u3002Agent \u4e5f\u4e00\u6837\u3002\u53ea\u4e0d\u8fc7\u5b83\u7684\u57f9\u8bad\u6750\u6599\u4e0d\u518d\u53ea\u662f\u6587\u6863\uff0c\u800c\u662f\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u8bf4\u660e\u3001\u6280\u80fd\u6587\u4ef6\u3001\u6d4b\u8bd5\u4f53\u7cfb\u3001\u8bc4\u4f30\u5668\uff0c\u4ee5\u53ca\u6574\u4e2a\u4e0a\u4e0b\u6587\u73af\u5883\u3002<\/p>\n

\u8fd9\u4f7f AI \u5de5\u7a0b\u51fa\u73b0\u4e86\u4e00\u4e2a\u65b0\u7684\u5206\u5de5\u3002<\/p>\n

\u8fc7\u53bb\uff0c\u5de5\u7a0b\u5e08\u4e3b\u8981\u8d1f\u8d23\u5199\u4ee3\u7801\u3002\u672a\u6765\uff0c\u66f4\u591a\u5de5\u7a0b\u5e08\u4f1a\u8d1f\u8d23\u5b9a\u4e49\u95ee\u9898\uff0c\u642d\u5efa\u73af\u5883\uff0c\u7f16\u5199\u89c4\u8303\uff0c\u8bbe\u8ba1\u53cd\u9988\u56de\u8def\uff0c\u518d\u8c03\u5ea6\u4e00\u7fa4 Agent \u53bb\u5b8c\u6210\u4efb\u52a1\u3002<\/p>\n

Jeff Dean \u5bf9 2027 \u5e74\u7684\u9884\u6d4b\u6b63\u662f\u5982\u6b64\u3002\u4ed6\u8ba4\u4e3a\uff0c\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u4f1a\u8d8a\u6765\u8d8a\u591a\u5730\u53c2\u4e0e\u6539\u8fdb\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u672c\u8eab\u3002\u5b83\u4eec\u4f1a\u628a\u76ee\u6807\u62c6\u6210\u5b50\u95ee\u9898\uff0c\u81ea\u52a8\u8fd0\u884c\u5927\u91cf\u5b9e\u9a8c\uff0c\u6bd4\u8f83\u7ed3\u679c\uff0c\u518d\u628a\u6709\u6548\u65b9\u6848\u7ec4\u5408\u8d77\u6765\uff0c\u5f62\u6210\u66f4\u5f3a\u7684\u65b0\u7cfb\u7edf\u3002<\/p>\n

\u300c\u53ea\u8981\u4e00\u4e2a\u9886\u57df\u5b58\u5728\u53ef\u6d4b\u91cf\u7684\u76ee\u6807\uff0c\u5c31\u6709\u673a\u4f1a\u53d6\u5f97\u5f88\u5927\u8fdb\u5c55\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\u662f\u6574\u573a\u8bbf\u8c08\u7684\u7b2c\u4e00\u628a\u94a5\u5319\u3002<\/p>\n

AI \u81ea\u52a8\u5316\u6700\u5148\u653b\u5165\u7684\uff0c\u4e0d\u4e00\u5b9a\u662f\u77e5\u8bc6\u6700\u591a\u7684\u9886\u57df\uff0c\u800c\u662f\u53cd\u9988\u6700\u6e05\u6670\u7684\u9886\u57df\u3002\u4ee3\u7801\u80fd\u4e0d\u80fd\u901a\u8fc7\u6d4b\u8bd5\uff0c\u82af\u7247\u5e03\u5c40\u80fd\u4e0d\u80fd\u964d\u4f4e\u9762\u79ef\uff0c\u6a21\u578b\u7ed3\u6784\u80fd\u4e0d\u80fd\u63d0\u9ad8\u7cbe\u5ea6\uff0c\u6750\u6599\u6027\u8d28\u662f\u5426\u6ee1\u8db3\u8981\u6c42\uff0c\u8fd9\u4e9b\u95ee\u9898\u90fd\u6709\u76f8\u5bf9\u660e\u786e\u7684\u8bc4\u4ef7\u6807\u51c6\u3002\u53ea\u8981\u8bc4\u4ef7\u5668\u8db3\u591f\u53ef\u9760\uff0c\u673a\u5668\u5c31\u80fd\u7528\u6781\u9ad8\u9891\u7387\u53cd\u590d\u8bd5\u9a8c\u3002<\/p>\n

\u6240\u4ee5\uff0cAI \u65f6\u4ee3\u771f\u6b63\u91cd\u8981\u7684\u5355\u4f4d\uff0c\u53ef\u80fd\u4e0d\u518d\u662f\u4e00\u6b21\u56de\u7b54\uff0c\u800c\u662f\u4e00\u6b21\u5b8c\u6574\u7684\u95ed\u73af\uff1a\u63d0\u51fa\u65b9\u6848\u3001\u6267\u884c\u65b9\u6848\u3001\u6d4b\u91cf\u7ed3\u679c\u3001\u4fee\u6b63\u65b9\u5411\u3002<\/p>\n

\u4e8c\u3001\u6539\u53d8 Google \u641c\u7d22\u7684\u662f\u4e00\u9053\u7b97\u672f\u9898<\/h4>\n

Jeff Dean \u7684\u8bb8\u591a\u4ee3\u8868\u6027\u5de5\u4f5c\uff0c\u90fd\u6765\u81ea\u4e00\u4e2a\u975e\u5e38\u6734\u7d20\u7684\u8d77\u70b9\uff1a\u5148\u628a\u6570\u91cf\u7ea7\u7b97\u6e05\u695a\u3002<\/p>\n

2001 \u5e74\uff0cGoogle \u641c\u7d22\u4ecd\u5927\u91cf\u4f9d\u8d56\u786c\u76d8\u3002\u786c\u76d8\u5bb9\u91cf\u5927\uff0c\u4f46\u8bbf\u95ee\u901f\u5ea6\u6162\u3002Jeff Dean \u548c Sanjay Ghemawat \u505a\u4e86\u4e00\u6b21\u4f30\u7b97\uff0c\u53d1\u73b0 Google \u5f53\u65f6\u7684\u6574\u4efd\u641c\u7d22\u7d22\u5f15\uff0c\u5df2\u7ecf\u53ef\u4ee5\u653e\u8fdb\u6240\u6709\u670d\u52a1\u5668\u7684\u5185\u5b58\u91cc\u3002<\/p>\n

\u4eca\u5929\u542c\u8d77\u6765\uff0c\u8fd9\u53ea\u662f\u4e00\u6b21\u5b58\u50a8\u4ecb\u8d28\u5347\u7ea7\u3002\u4f46\u5728\u5f53\u65f6\uff0c\u5b83\u610f\u5473\u7740\u5b8c\u5168\u4e0d\u540c\u7684\u7cfb\u7edf\u8bbe\u8ba1\u3002<\/p>\n

\u5982\u679c\u7d22\u5f15\u4e3b\u8981\u5f85\u5728\u786c\u76d8\u4e0a\uff0c\u67e5\u8be2\u9700\u8981\u7b49\u5f85\u673a\u68b0\u5bfb\u9053\u3002\u53ea\u8981\u628a\u7d22\u5f15\u653e\u5165\u5185\u5b58\uff0c\u8bbf\u95ee\u5ef6\u8fdf\u5c31\u80fd\u9aa4\u964d\u3002\u4e24\u4eba\u5f88\u5feb\u5199\u51fa\u65b0\u7248\u672c\uff0c\u5e76\u5728\u51e0\u5929\u5185\u628a\u5b83\u9001\u8fdb\u751f\u4ea7\u73af\u5883\u3002Google \u641c\u7d22\u7531\u6b64\u660e\u663e\u53d8\u5feb\u3002<\/p>\n

\u8fd9\u4e2a\u6545\u4e8b\u6700\u5bb9\u6613\u88ab\u5305\u88c5\u6210\u5929\u624d\u7075\u5149\u4e00\u73b0\u3002Jeff Dean \u7684\u8bb2\u6cd5\u5374\u66f4\u50cf\u4e00\u540d\u5de5\u7a0b\u5e08\u5728\u9648\u8ff0\u5e38\u8bc6\uff1a\u7cfb\u7edf\u6761\u4ef6\u53d8\u4e86\uff0c\u539f\u6765\u4e0d\u6210\u7acb\u7684\u65b9\u6848\u7a81\u7136\u6210\u7acb\uff0c\u90a3\u5c31\u5e94\u8be5\u91cd\u65b0\u8ba1\u7b97\u4e00\u6b21\u3002<\/p>\n

\u5f88\u591a\u884c\u4e1a\u521b\u65b0\u90fd\u53d1\u751f\u5728\u8fd9\u79cd\u65f6\u523b\u3002<\/p>\n

\u4e00\u4e2a\u65e7\u95ee\u9898\u957f\u671f\u5b58\u5728\uff0c\u4eba\u4eec\u5df2\u7ecf\u4e60\u60ef\u56f4\u7ed5\u5b83\u6253\u8865\u4e01\u3002\u540e\u6765\uff0c\u786c\u4ef6\u4ef7\u683c\u3001\u5185\u5b58\u5bb9\u91cf\u3001\u7f51\u7edc\u5e26\u5bbd\u6216\u6a21\u578b\u80fd\u529b\u8de8\u8fc7\u67d0\u4e2a\u4e34\u754c\u70b9\uff0c\u539f\u6765\u7684\u7ea6\u675f\u6d88\u5931\u4e86\u3002\u53ef\u5927\u591a\u6570\u4eba\u4ecd\u6cbf\u7528\u65e7\u67b6\u6784\uff0c\u56e0\u4e3a\u65e7\u67b6\u6784\u5df2\u7ecf\u53d8\u6210\u5e38\u8bc6\u3002<\/p>\n

Jeff Dean \u64c5\u957f\u505a\u7684\uff0c\u662f\u628a\u5e38\u8bc6\u91cd\u65b0\u53d8\u6210\u5047\u8bbe\u3002<\/p>\n

\u4ed6\u4f1a\u95ee\uff1a\u4e3a\u4ec0\u4e48\u4e00\u5b9a\u8981\u8fd9\u6837\uff1f\u4eca\u5929\u7684\u6570\u91cf\u7ea7\u8fd8\u662f\u6628\u5929\u7684\u6570\u91cf\u7ea7\u5417\uff1f\u5982\u679c\u628a\u6700\u8d35\u7684\u4e00\u6b65\u6362\u6389\uff0c\u6574\u4e2a\u7cfb\u7edf\u4f1a\u4e0d\u4f1a\u51fa\u73b0\u5b8c\u5168\u4e0d\u540c\u7684\u5f62\u6001\uff1f<\/p>\n

\u8fd9\u4e5f\u662f\u4ed6\u7ed9\u521b\u4e1a\u8005\u7684\u5efa\u8bae\u3002\u4e0d\u8981\u53ea\u770b\u73b0\u6709\u65b9\u6848\u54ea\u91cc\u4e0d\u591f\u597d\uff0c\u800c\u8981\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u91cd\u65b0\u770b\u95ee\u9898\u3002\u80fd\u4e0d\u80fd\u628a\u6027\u80fd\u63d0\u9ad8\u4e00\u4e2a\u6570\u91cf\u7ea7\uff1f\u80fd\u4e0d\u80fd\u628a\u6210\u672c\u964d\u4f4e\u4e24\u4e2a\u6570\u91cf\u7ea7\uff1f\u80fd\u4e0d\u80fd\u4e0d\u518d\u6cbf\u7528\u884c\u4e1a\u9ed8\u8ba4\u7684\u5b9e\u73b0\u8def\u5f84\uff1f<\/p>\n

\u300c\u6709\u65f6\u5019\uff0c\u4f60\u53ea\u9700\u8981\u772f\u8d77\u773c\u775b\u770b\u4e00\u4e2a\u95ee\u9898\uff0c\u4e0d\u8981\u88ab\u4eca\u5929\u7684\u89e3\u6cd5\u951a\u5b9a\uff0c\u800c\u662f\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u601d\u8003\u5e94\u8be5\u600e\u6837\u89e3\u51b3\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\u542c\u8d77\u6765\u5e76\u4e0d\u795e\u79d8\u3002\u771f\u6b63\u56f0\u96be\u7684\u662f\uff0c\u591a\u6570\u4eba\u8fdb\u5165\u4e00\u4e2a\u884c\u4e1a\u540e\uff0c\u4f1a\u8fc5\u901f\u5b66\u4f1a\u8fd9\u4e2a\u884c\u4e1a\u7684\u6240\u6709\u9ed8\u8ba4\u7b54\u6848\u3002\u7ecf\u9a8c\u5e2e\u52a9\u4eba\u63d0\u9ad8\u6548\u7387\uff0c\u4e5f\u4f1a\u8ba9\u4eba\u5931\u53bb\u91cd\u65b0\u63d0\u95ee\u7684\u80fd\u529b\u3002<\/p>\n

\u4e09\u3001\u4e09\u5206\u949f\u8bed\u97f3\uff0c\u4e3a\u4ec0\u4e48\u50ac\u751f\u4e86\u4e00\u9897 TPU<\/h4>\n

2013 \u5e74\uff0cGoogle \u7684\u6df1\u5ea6\u5b66\u4e60\u8bed\u97f3\u8bc6\u522b\u5f00\u59cb\u663e\u8457\u8d85\u8fc7\u65e7\u7cfb\u7edf\u3002\u9519\u8bef\u7387\u4e0b\u964d\u4e86\u4e00\u534a\uff0c\u76f8\u5f53\u4e8e\u8fc7\u53bb\u4e8c\u5341\u5e74\u8bed\u97f3\u8bc6\u522b\u8fdb\u5c55\u5728\u51e0\u4e2a\u6708\u91cc\u96c6\u4e2d\u53d1\u751f\u3002<\/p>\n

\u4ea7\u54c1\u56e2\u961f\u5f53\u7136\u5174\u594b\u3002Jeff Dean \u5374\u5148\u7b97\u4e86\u4e00\u7b14\u8d26\u3002<\/p>\n

\u5982\u679c\u8bed\u97f3\u8bc6\u522b\u771f\u7684\u53d8\u597d\uff0c\u7528\u6237\u5c31\u4f1a\u66f4\u613f\u610f\u4f7f\u7528\u3002\u5047\u8bbe\u6bcf\u540d Google \u7528\u6237\u6bcf\u5929\u53ea\u4f7f\u7528\u4e09\u5206\u949f\u8bed\u97f3\u8bc6\u522b\uff0cGoogle \u9700\u8981\u591a\u5c11\u670d\u52a1\u5668\u624d\u80fd\u652f\u6491\uff1f<\/p>\n

\u7ed3\u679c\u5e76\u4e0d\u4e50\u89c2\u3002\u6309\u7167\u5f53\u65f6 CPU \u7684\u6548\u7387\uff0cGoogle \u53ef\u80fd\u9700\u8981\u628a\u670d\u52a1\u5668\u89c4\u6a21\u6269\u5927\u4e00\u500d\u3002<\/p>\n

\u8fd9\u5c31\u662f TPU \u7684\u8d77\u70b9\u3002<\/p>\n

\u5b83\u4e0d\u662f\u56e0\u4e3a\u7814\u7a76\u56e2\u961f\u7a81\u7136\u60f3\u9020\u82af\u7247\uff0c\u4e5f\u4e0d\u662f\u4e3a\u4e86\u8bc1\u660e Google \u6709\u80fd\u529b\u505a\u786c\u4ef6\uff0c\u800c\u662f\u56e0\u4e3a\u4e00\u4e2a\u6210\u529f\u7684\u6a21\u578b\u5373\u5c06\u5236\u9020\u4e00\u4e2a\u65e0\u6cd5\u627f\u53d7\u7684\u670d\u52a1\u6210\u672c\u3002<\/p>\n

\u8fd9\u6bb5\u5386\u53f2\u63ed\u793a\u4e86 AI \u4ea7\u54c1\u4e2d\u4e00\u4e2a\u7ecf\u5e38\u88ab\u5ffd\u7565\u7684\u89c4\u5f8b\uff1a\u6a21\u578b\u6548\u679c\u63d0\u5347\uff0c\u5e76\u4e0d\u603b\u662f\u964d\u4f4e\u6210\u672c\u3002\u6070\u6070\u76f8\u53cd\uff0c\u6548\u679c\u8d8a\u597d\uff0c\u4f7f\u7528\u91cf\u8d8a\u5927\uff0c\u7cfb\u7edf\u538b\u529b\u8d8a\u91cd\u3002<\/p>\n

\u5f53\u8bed\u97f3\u8bc6\u522b\u4e0d\u597d\u7528\u65f6\uff0c\u7528\u6237\u5f88\u5c11\u8c03\u7528\u3002\u7cfb\u7edf\u6210\u672c\u4e0d\u662f\u95ee\u9898\u3002\u5f53\u9519\u8bef\u7387\u5927\u5e45\u4e0b\u964d\uff0c\u9700\u6c42\u7a81\u7136\u88ab\u91ca\u653e\uff0c\u539f\u672c\u9690\u85cf\u5728\u540e\u53f0\u7684\u7b97\u529b\u7ea6\u675f\u5c31\u4f1a\u6d6e\u51fa\u6c34\u9762\u3002<\/p>\n

TPU \u9009\u62e9\u7684\u8def\u5f84\uff0c\u662f\u4e3a\u673a\u5668\u5b66\u4e60\u6700\u6838\u5fc3\u7684\u8ba1\u7b97\u6a21\u5f0f\u505a\u4e13\u7528\u786c\u4ef6\u3002\u5b83\u4e0d\u9700\u8981\u8fd0\u884c\u6d4f\u89c8\u5668\uff0c\u4e5f\u4e0d\u9700\u8981\u5904\u7406\u6240\u6709\u901a\u7528\u7a0b\u5e8f\u3002\u5b83\u4e3b\u8981\u64c5\u957f\u4f4e\u7cbe\u5ea6\u3001\u7a20\u5bc6\u7ebf\u6027\u4ee3\u6570\u3002\u8fd9\u7c7b\u8ba1\u7b97\u6070\u597d\u4f4d\u4e8e\u73b0\u4ee3\u673a\u5668\u5b66\u4e60\u7684\u4e2d\u5fc3\u3002<\/p>\n

\u7b2c\u4e00\u4ee3 TPU \u6700\u7ec8\u5e26\u6765\u4e86\u6570\u91cf\u7ea7\u4e0a\u7684\u6536\u76ca\u3002\u6309\u7167 Jeff Dean \u7684\u8bf4\u6cd5\uff0c\u5b83\u6bd4\u5f53\u65f6\u7684 CPU \u548c GPU \u8282\u80fd 30 \u5230 80 \u500d\uff0c\u5ef6\u8fdf\u4e5f\u4f4e\u4e86 20 \u5230 30 \u500d\u3002<\/p>\n

\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u8bbe\u8ba1\u5c3a\u5ea6\u3002<\/p>\n

TPU \u5f88\u4e13\u7528\uff0c\u4f46\u6ca1\u6709\u4e13\u7528\u5230\u53ea\u80fd\u8fd0\u884c\u67d0\u4e00\u79cd\u56fa\u5b9a\u6a21\u578b\u3002\u56e2\u961f\u77e5\u9053\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fd8\u4f1a\u5feb\u901f\u53d8\u5316\uff0c\u4e8e\u662f\u628a\u82af\u7247\u8bbe\u8ba1\u6210\u4e00\u79cd\u8f83\u901a\u7528\u7684\u7ebf\u6027\u4ee3\u6570\u7cfb\u7edf\u3002\u5b83\u727a\u7272\u4e86\u8fd0\u884c Chrome \u6216 Word \u7684\u80fd\u529b\uff0c\u5374\u4fdd\u7559\u4e86\u652f\u6301\u672a\u6765\u7b97\u6cd5\u6f14\u8fdb\u7684\u7a7a\u95f4\u3002<\/p>\n

\u8fd9\u662f\u4e00\u79cd\u5f88\u96be\u628a\u63e1\u7684\u5e73\u8861\u3002\u4e13\u7528\u5f97\u4e0d\u591f\uff0c\u6536\u76ca\u4e0d\u660e\u663e\u3002\u4e13\u7528\u5f97\u592a\u72e0\uff0c\u7b97\u6cd5\u4e00\u53d8\uff0c\u786c\u4ef6\u5c31\u4f1a\u8fc7\u65f6\u3002<\/p>\n

Jeff Dean \u5bf9\u4eca\u5929\u63a8\u7406\u786c\u4ef6\u7684\u5224\u65ad\uff0c\u548c\u5f53\u5e74\u7684 TPU \u6709\u660e\u663e\u547c\u5e94\u3002\u4ed6\u8ba4\u4e3a\uff0c\u4e0b\u4e00\u8f6e\u91cd\u8981\u673a\u4f1a\u4ecd\u7136\u5728\u4e13\u7528\u5316\uff0c\u4f46\u91cd\u5fc3\u4f1a\u8fdb\u4e00\u6b65\u8f6c\u5411\u4f4e\u5ef6\u8fdf\u3001\u4f4e\u80fd\u8017\u63a8\u7406\u3002<\/p>\n

\u300c\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u5ef6\u8fdf\u80fd\u6539\u5584 50 \u500d\uff0c\u4f60\u53ef\u4ee5\u505a\u4ec0\u4e48\u3002\u300d<\/p>\n

\u5f53\u6a21\u578b\u56de\u590d\u9700\u8981\u5341\u51e0\u79d2\u65f6\uff0c\u4eba\u4eec\u4f1a\u628a\u5b83\u5f53\u6210\u4e00\u4e2a\u5076\u5c14\u54a8\u8be2\u7684\u5de5\u5177\u3002\u5f53\u5ef6\u8fdf\u63a5\u8fd1\u5373\u65f6\uff0c\u5b83\u624d\u53ef\u80fd\u771f\u6b63\u8fdb\u5165\u4ea4\u4e92\u754c\u9762\u3001\u673a\u5668\u4eba\u3001\u5b9e\u65f6\u89c6\u9891\u3001\u64cd\u4f5c\u7cfb\u7edf\u548c\u8fde\u7eed\u51b3\u7b56\u6d41\u7a0b\u3002<\/p>\n

\u7b49\u5f85\u4e0d\u662f\u4e00\u4e2a\u5c0f\u4f53\u9a8c\u95ee\u9898\u3002\u7b49\u5f85\u4f1a\u6539\u53d8\u4ea7\u54c1\u5f62\u6001\u3002<\/p>\n

\u56db\u3001AI \u7684\u6210\u672c\u4e2d\u5fc3\uff0c\u4e0d\u662f\u8ba1\u7b97\uff0c\u800c\u662f\u642c\u8fd0\u6570\u636e<\/h4>\n

\u5982\u679c\u8981\u4e3a 2026 \u5e74\u7684 AI \u5de5\u7a0b\u5e08\u66f4\u65b0\u4e00\u7248\u300c\u6bcf\u4e2a\u5de5\u7a0b\u5e08\u90fd\u5e94\u8be5\u77e5\u9053\u7684\u5ef6\u8fdf\u6570\u5b57\u300d\uff0cJeff Dean \u8ba4\u4e3a\uff0c\u91cd\u70b9\u5e94\u8be5\u4ece\u786c\u76d8\u5bfb\u9053\u3001\u7f13\u5b58\u672a\u547d\u4e2d\u548c\u8de8\u6d32\u7f51\u7edc\u5ef6\u8fdf\uff0c\u8f6c\u5411\u82af\u7247\u5185\u90e8\u7684\u6570\u636e\u6d41\u3002<\/p>\n

\u5de5\u7a0b\u5e08\u9700\u8981\u77e5\u9053\uff1a\u4e3b\u5b58\u5230\u7247\u4e0a\u5185\u5b58\u7684\u5e26\u5bbd\u662f\u591a\u5c11\uff0c\u7247\u4e0a\u5185\u5b58\u5230\u4e58\u6cd5\u5355\u5143\u7684\u5e26\u5bbd\u662f\u591a\u5c11\uff0c\u4e00\u6b21\u4e58\u6cd5\u9700\u8981\u591a\u5c11\u80fd\u91cf\uff0c\u82af\u7247\u4e4b\u95f4\u5982\u4f55\u4e92\u8fde\uff0c500 \u9897\u82af\u7247\u6269\u5c55\u5230 1 \u4e07\u9897\u82af\u7247\u65f6\uff0c\u7f51\u7edc\u6548\u7387\u4f1a\u600e\u6837\u4e0b\u964d\u3002<\/p>\n

\u8fd9\u4e9b\u6570\u5b57\u770b\u8d77\u6765\u79bb\u4ea7\u54c1\u5f88\u8fdc\uff0c\u5b9e\u9645\u5374\u5728\u51b3\u5b9a\u4ec0\u4e48\u4ea7\u54c1\u80fd\u6210\u7acb\u3002<\/p>\n

Jeff Dean \u7ed9\u51fa\u4e86\u4e00\u4e2a\u6781\u5177\u51b2\u51fb\u529b\u7684\u6bd4\u4f8b\u3002\u5b8c\u6210\u4e00\u6b21\u6570\u5b66\u4e58\u6cd5\uff0c\u5927\u7ea6\u53ea\u9700\u8981\u4e00\u4e2a\u76ae\u7126\u8033\u7684\u80fd\u91cf\u3002\u628a\u6570\u636e\u4ece\u9ad8\u5e26\u5bbd\u5185\u5b58\u642c\u5230\u8ba1\u7b97\u5355\u5143\uff0c\u80fd\u91cf\u6210\u672c\u53ef\u80fd\u9ad8\u51fa\u7ea6 1000 \u500d\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u4eca\u5929 AI \u7cfb\u7edf\u4e2d\u7684\u6602\u8d35\u52a8\u4f5c\uff0c\u5e38\u5e38\u4e0d\u662f\u300c\u7b97\u300d\uff0c\u800c\u662f\u300c\u628a\u8981\u7b97\u7684\u4e1c\u897f\u642c\u8fc7\u6765\u300d\u3002<\/p>\n

\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u6279\u5904\u7406\u5982\u6b64\u91cd\u8981\u3002<\/p>\n

\u4e00\u7ec4\u6a21\u578b\u6743\u91cd\u4ece\u5185\u5b58\u88ab\u642c\u5165\u8ba1\u7b97\u5355\u5143\u540e\uff0c\u5982\u679c\u53ea\u5904\u7406\u4e00\u4e2a token\uff0c\u6570\u636e\u642c\u8fd0\u6210\u672c\u5c31\u5168\u90e8\u538b\u5728\u8fd9\u4e00\u4e2a token \u4e0a\u3002\u5982\u679c\u540c\u65f6\u5904\u7406\u66f4\u5927\u7684\u6279\u6b21\uff0c\u540c\u4e00\u4efd\u6743\u91cd\u53ef\u4ee5\u670d\u52a1\u66f4\u591a\u8ba1\u7b97\uff0c\u80fd\u91cf\u548c\u5e26\u5bbd\u6210\u672c\u4fbf\u88ab\u644a\u8584\u3002<\/p>\n

\u4f46\u6279\u5904\u7406\u548c\u4f4e\u5ef6\u8fdf\u5929\u7136\u51b2\u7a81\u3002\u4e3a\u4e86\u51d1\u591f\u4e00\u6279\u8bf7\u6c42\uff0c\u7cfb\u7edf\u5f80\u5f80\u9700\u8981\u7b49\u5f85\u3002\u541e\u5410\u63d0\u9ad8\u4e86\uff0c\u5355\u4e2a\u7528\u6237\u7684\u54cd\u5e94\u5374\u53ef\u80fd\u53d8\u6162\u3002<\/p>\n

\u56e0\u6b64\uff0c\u8bb8\u591a\u770b\u4f3c\u5c5e\u4e8e\u6a21\u578b\u5c42\u7684\u95ee\u9898\uff0c\u5176\u5b9e\u662f\u786c\u4ef6\u548c\u7cfb\u7edf\u95ee\u9898\u3002\u8bad\u7ec3\u4e3a\u4f55\u4f7f\u7528\u5927\u6279\u6b21\uff0c\u63a8\u7406\u4e3a\u4f55\u9700\u8981 KV Cache\uff0c\u6a21\u578b\u4e3a\u4f55\u8ffd\u6c42\u4f4e\u7cbe\u5ea6\uff0c\u7cfb\u7edf\u4e3a\u4f55\u9700\u8981\u91cf\u5316\uff0c\u80cc\u540e\u90fd\u79bb\u4e0d\u5f00\u6570\u636e\u642c\u8fd0\u548c\u80fd\u91cf\u7ea6\u675f\u3002<\/p>\n

Jeff Dean \u8fd1\u671f\u66f4\u5173\u6ce8\u63a8\u7406\uff0c\u4e5f\u6b63\u662f\u56e0\u4e3a\u63a8\u7406\u5bf9\u5ef6\u8fdf\u6781\u5ea6\u654f\u611f\u3002\u8bad\u7ec3\u4efb\u52a1\u8dd1\u6162\u4e00\u70b9\uff0c\u5f80\u5f80\u53ea\u662f\u5b9e\u9a8c\u7ed3\u675f\u5f97\u665a\u3002\u63a8\u7406\u4efb\u52a1\u6bcf\u591a\u7b49\u4e00\u79d2\uff0c\u90fd\u4f1a\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u548c Agent \u7684\u5de5\u4f5c\u6548\u7387\u3002<\/p>\n

\u5982\u679c\u4e00\u4e2a Agent \u8981\u8fde\u7eed\u8c03\u7528\u6a21\u578b 1000 \u6b21\uff0c\u5355\u6b21\u5ef6\u8fdf\u964d\u4f4e 50%\uff0c\u6574\u4e2a\u4efb\u52a1\u7684\u5b8c\u6210\u65f6\u95f4\u5c31\u53ef\u80fd\u51fa\u73b0\u5de8\u5927\u5dee\u5f02\u3002\u66f4\u4e0d\u7528\u8bf4\u672a\u6765 Agent \u8981\u8fd0\u884c\u6570\u5929\u6216\u6570\u5468\u3002<\/p>\n

\u56e0\u6b64\uff0cAI \u7684\u300c\u80fd\u6e90\u95ee\u9898\u300d\u5e76\u975e\u4e00\u4e2a\u9065\u8fdc\u7684\u73af\u4fdd\u8bae\u9898\u3002\u5b83\u76f4\u63a5\u51b3\u5b9a\u6a21\u578b\u80fd\u5426\u4fbf\u5b9c\u5730\u670d\u52a1\u66f4\u591a\u4eba\uff0c\u51b3\u5b9a Agent \u80fd\u5426\u6301\u7eed\u8fd0\u884c\uff0c\u4e5f\u51b3\u5b9a\u521b\u4e1a\u516c\u53f8\u7684\u6bdb\u5229\u662f\u5426\u5065\u5eb7\u3002<\/p>\n

\u4e94\u3001\u6a21\u578b\u53ea\u662f\u4e00\u4e2a\u96f6\u4ef6\uff0c\u4e0a\u4e0b\u6587\u624d\u662f Agent \u7684\u5de5\u4f5c\u73b0\u573a<\/h4>\n

\u8fc7\u53bb\u51e0\u5e74\uff0cAI \u884c\u4e1a\u4e60\u60ef\u7528\u53c2\u6570\u91cf\u3001\u8bad\u7ec3\u6570\u636e\u548c\u57fa\u51c6\u5206\u6570\u8861\u91cf\u8fdb\u6b65\u30022026 \u5e74\uff0cJeff Dean \u66f4\u5f3a\u8c03\u6a21\u578b\u5468\u56f4\u7684\u4e00\u5207\u3002<\/p>\n

\u4e00\u4e2a\u771f\u6b63\u6709\u7528\u7684 AI \u7cfb\u7edf\uff0c\u9664\u4e86\u6a21\u578b\uff0c\u8fd8\u9700\u8981\u68c0\u7d22\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u3001\u5386\u53f2\u4fe1\u606f\u3001\u6267\u884c\u73af\u5883\u548c\u53cd\u9988\u673a\u5236\u3002\u6a21\u578b\u77e5\u9053\u6709\u54ea\u4e9b\u5de5\u5177\uff0c\u77e5\u9053\u4f55\u65f6\u8c03\u7528\u5de5\u5177\uff0c\u77e5\u9053\u5982\u4f55\u628a\u590d\u6742\u95ee\u9898\u62c6\u6210\u4e00\u4e32\u52a8\u4f5c\uff0c\u4e5f\u8981\u80fd\u6bd4\u8f83\u591a\u79cd\u65b9\u6848\uff0c\u5224\u65ad\u54ea\u4e00\u79cd\u66f4\u53ef\u80fd\u6210\u529f\u3002<\/span><\/p>\n

\u8fd9\u5c31\u662f\u300c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u300d\u5f00\u59cb\u8d70\u5230\u821e\u53f0\u4e2d\u592e\u7684\u539f\u56e0\u3002<\/p>\n

Jeff Dean \u8bf4\uff0c\u6a21\u578b\u5728\u8bad\u7ec3\u9636\u6bb5\u89c1\u8fc7\u7684\u4fe1\u606f\uff0c\u6700\u7ec8\u88ab\u300c\u6405\u62cc\u300d\u8fdb\u6570\u5343\u4ebf\u4e43\u81f3\u6570\u4e07\u4ebf\u53c2\u6570\u91cc\u3002\u5b83\u4eec\u50cf\u4e00\u9505\u6d53\u6c64\uff0c\u77e5\u8bc6\u5b58\u5728\uff0c\u4f46\u672a\u5fc5\u6e05\u6670\u3002\u771f\u6b63\u653e\u8fdb\u5f53\u524d\u4e0a\u4e0b\u6587\u7684\u4fe1\u606f\uff0c\u5bf9\u6a21\u578b\u6765\u8bf4\u66f4\u52a0\u76f4\u63a5\uff0c\u4e5f\u66f4\u5bb9\u6613\u88ab\u51c6\u786e\u4f7f\u7528\u3002<\/p>\n

\u8fd9\u7ed9\u5c0f\u56e2\u961f\u7559\u4e0b\u4e86\u4e00\u4e2a\u91cd\u8981\u673a\u4f1a\u3002<\/p>\n

\u8bad\u7ec3\u57fa\u7840\u6a21\u578b\u9700\u8981\u6d77\u91cf\u8d44\u672c\u3001\u6570\u636e\u548c\u7b97\u529b\u3002\u4e0a\u4e0b\u6587\u5de5\u7a0b\u5374\u53ef\u4ee5\u4ece\u4e00\u4e2a API \u5f00\u59cb\u3002\u521b\u4e1a\u8005\u53ef\u4ee5\u56f4\u7ed5\u5177\u4f53\u4e1a\u52a1\uff0c\u628a\u9886\u57df\u77e5\u8bc6\u3001\u5de5\u5177\u6d41\u7a0b\u3001\u5ba2\u6237\u6570\u636e\u548c\u8bc4\u4f30\u6807\u51c6\u7ec4\u7ec7\u8d77\u6765\uff0c\u8ba9\u901a\u7528\u6a21\u578b\u5728\u4e00\u4e2a\u7a84\u573a\u666f\u91cc\u8868\u73b0\u5f97\u66f4\u53ef\u9760\u3002<\/p>\n

Jeff Dean \u4e3e\u4e86\u4e00\u4e2a\u81ea\u5df1\u7684\u4f8b\u5b50\u3002<\/p>\n

\u4ed6\u548c Sanjay Ghemawat \u7ecf\u5e38\u4f18\u5316 Google \u5185\u90e8\u7684\u5e95\u5c42\u5e93\u3002\u8fd9\u4e9b\u6570\u636e\u7ed3\u6784\u53ef\u80fd\u8fd0\u884c\u5728\u6570\u767e\u4e07\u4e2a\u8fdb\u7a0b\u4e2d\uff0c\u4e00\u70b9\u70b9\u6027\u80fd\u5dee\u5f02\u90fd\u4f1a\u88ab\u89c4\u6a21\u653e\u5927\u3002\u4f20\u7edf\u505a\u6cd5\u662f\u5de5\u7a0b\u5e08\u5148\u5199\u5fae\u57fa\u51c6\uff0c\u6d4b\u91cf\u5f53\u524d\u6027\u80fd\uff0c\u518d\u4fee\u6539\u4ee3\u7801\uff0c\u91cd\u65b0\u8fd0\u884c\u57fa\u51c6\uff0c\u89c2\u5bdf\u7f13\u5b58\u5360\u7528\u548c\u6027\u80fd\u53d8\u5316\uff0c\u7136\u540e\u7ee7\u7eed\u8fed\u4ee3\u3002<\/p>\n

\u4e24\u4eba\u628a\u8fd9\u5957\u5de5\u4f5c\u65b9\u6cd5\u5199\u6210\u4e86\u4e00\u9879 Agent \u6280\u80fd\u3002\u6a21\u578b\u5b66\u4f1a\u4e86\u5982\u4f55\u8fd0\u884c\u57fa\u51c6\u3001\u4fee\u6539\u4ee3\u7801\u3001\u6bd4\u8f83\u7ed3\u679c\uff0c\u518d\u6839\u636e\u6d4b\u91cf\u7ee7\u7eed\u4f18\u5316\u3002<\/p>\n

\u300c\u6211\u4eec\u53ea\u662f\u628a\u4eba\u4f1a\u91c7\u7528\u7684\u65b9\u6cd5\uff0c\u4ee5\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u7684\u5f62\u5f0f\u4ea4\u7ed9\u4e86\u5b83\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\u51e0\u4e4e\u53ef\u4ee5\u89c6\u4e3a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u6734\u7d20\u5b9a\u4e49\u3002<\/p>\n

\u5b83\u4e0d\u662f\u795e\u79d8\u7684\u63d0\u793a\u8bcd\u6280\u5de7\uff0c\u4e5f\u4e0d\u662f\u5806\u66f4\u591a\u80cc\u666f\u6750\u6599\u3002\u5b83\u662f\u5728\u56de\u7b54\u4e09\u4e2a\u95ee\u9898\uff1a\u4e13\u5bb6\u4f1a\u6309\u4ec0\u4e48\u6b65\u9aa4\u505a\u4e8b\uff0c\u7cfb\u7edf\u6709\u54ea\u4e9b\u53ef\u9760\u5de5\u5177\uff0c\u7ed3\u679c\u5e94\u8be5\u600e\u6837\u88ab\u9a8c\u8bc1\u3002<\/p>\n

\u5f53\u8fd9\u4e9b\u5185\u5bb9\u88ab\u7ed3\u6784\u5316\u4e4b\u540e\uff0c\u6a21\u578b\u83b7\u5f97\u7684\u4e0d\u662f\u66f4\u591a\u77e5\u8bc6\uff0c\u800c\u662f\u4e00\u5957\u53ef\u91cd\u590d\u6267\u884c\u7684\u65b9\u6cd5\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u300c\u6280\u80fd(skill\uff09\u300d\u4f1a\u6210\u4e3a Agent \u751f\u6001\u4e2d\u7684\u5173\u952e\u8d44\u4ea7\u3002\u4e00\u4e2a\u4f18\u79c0\u6280\u80fd\u6587\u4ef6\uff0c\u53ef\u80fd\u5c01\u88c5\u4e86\u56e2\u961f\u591a\u5e74\u7684\u9690\u6027\u7ecf\u9a8c\u3002\u5b83\u544a\u8bc9\u6a21\u578b\u9047\u5230\u67d0\u7c7b\u95ee\u9898\u65f6\u5148\u505a\u4ec0\u4e48\uff0c\u54ea\u4e9b\u9519\u8bef\u6700\u5e38\u89c1\uff0c\u54ea\u4e9b\u5de5\u5177\u503c\u5f97\u4fe1\u4efb\uff0c\u4ec0\u4e48\u7ed3\u679c\u624d\u7b97\u5b8c\u6210\u3002<\/p>\n

\u672a\u6765\u516c\u53f8\u7684\u5dee\u5f02\u5316\uff0c\u5f88\u53ef\u80fd\u4e0d\u53ea\u5b58\u5728\u4e8e\u6a21\u578b\u6743\u91cd\u91cc\uff0c\u4e5f\u5b58\u5728\u4e8e\u8fd9\u4e9b\u88ab\u7f16\u7801\u8fdb\u5de5\u4f5c\u6d41\u7684\u7ecf\u9a8c\u91cc\u3002<\/p>\n

\u516d\u3001Agent \u4e3a\u4ec0\u4e48\u8d70\u5230\u7b2c 30 \u6b65\u5c31\u5f00\u59cb\u5931\u63a7<\/h4>\n

\u51e0\u4e4e\u6240\u6709\u771f\u6b63\u505a\u8fc7 Agent \u7684\u56e2\u961f\uff0c\u90fd\u89c1\u8fc7\u540c\u4e00\u79cd\u573a\u666f\u3002<\/p>\n

\u524d\u51e0\u6b65\u5f88\u987a\u3002\u6a21\u578b\u80fd\u8bfb\u9700\u6c42\uff0c\u80fd\u8c03\u5de5\u5177\uff0c\u80fd\u5199\u4ee3\u7801\u3002\u5230\u4e86\u7b2c 30 \u6b65\u6216\u7b2c 50 \u6b65\uff0c\u5b83\u5f00\u59cb\u5fd8\u8bb0\u76ee\u6807\uff0c\u8bef\u89e3\u72b6\u6001\uff0c\u91cd\u590d\u52a8\u4f5c\uff0c\u6216\u8005\u6cbf\u7740\u4e00\u4e2a\u9519\u8bef\u65b9\u5411\u8d8a\u8d70\u8d8a\u8fdc\u3002<\/p>\n

Jeff Dean \u628a\u5176\u4e2d\u4e00\u4e2a\u539f\u56e0\u5f52\u7ed3\u4e3a\u5206\u5e03\u5916\u95ee\u9898\u3002<\/p>\n

\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u89c1\u8fc7\u5927\u91cf\u5e38\u89c1\u4efb\u52a1\u3002\u53ea\u8981\u4efb\u52a1\u4ecd\u4f4d\u4e8e\u5b83\u719f\u6089\u7684\u300c\u660e\u4eae\u9053\u8def\u300d\u4e0a\uff0c\u8868\u73b0\u901a\u5e38\u4e0d\u9519\u3002\u4e00\u65e6\u8fde\u7eed\u64cd\u4f5c\u628a\u5b83\u5e26\u5230\u4e0d\u719f\u6089\u7684\u72b6\u6001\uff0c\u6027\u80fd\u5c31\u4f1a\u7a81\u7136\u4e0b\u964d\u3002\u8d8a\u504f\u79bb\u8212\u9002\u533a\uff0c\u9519\u8bef\u8d8a\u5bb9\u6613\u7d2f\u79ef\u3002<\/p>\n

\u89e3\u51b3\u65b9\u6cd5\u4e4b\u4e00\uff0c\u662f\u63d0\u4f9b\u6280\u80fd\u548c\u63d0\u793a\uff0c\u628a\u6a21\u578b\u5c3d\u91cf\u7ea6\u675f\u5728\u5b83\u719f\u6089\u7684\u8def\u5f84\u4e0a\u3002\u53e6\u4e00\u4e2a\u65b9\u6cd5\uff0c\u662f\u4f7f\u7528\u591a Agent \u7cfb\u7edf\u3002<\/p>\n

\u591a\u4e2a Agent \u53ef\u4ee5\u5c1d\u8bd5\u4e0d\u540c\u65b9\u6848\uff0c\u518d\u7531\u53e6\u4e00\u4e2a\u6a21\u578b\u62c5\u4efb\u8bc4\u4f30\u8005\uff0c\u5224\u65ad\u54ea\u4e9b\u65b9\u5411\u66f4\u6709\u5e0c\u671b\u3002\u5931\u8d25\u7684\u5206\u652f\u88ab\u4e22\u5f03\uff0c\u6210\u529f\u7684\u5206\u652f\u7ee7\u7eed\u63a8\u8fdb\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u63a8\u7406\u9636\u6bb5\u8fdb\u884c\u641c\u7d22\u3002<\/p>\n

\u5b83\u548c\u4eba\u7c7b\u56e2\u961f\u7684\u5de5\u4f5c\u65b9\u5f0f\u5e76\u4e0d\u964c\u751f\u3002\u9762\u5bf9\u590d\u6742\u95ee\u9898\uff0c\u4e00\u4e2a\u4eba\u63d0\u51fa\u65b9\u6848\uff0c\u53e6\u4e00\u4e2a\u4eba\u5ba1\u67e5\u98ce\u9669\uff0c\u7b2c\u4e09\u4e2a\u4eba\u8fd0\u884c\u5b9e\u9a8c\u3002\u56e2\u961f\u4e0d\u4f1a\u628a\u5168\u90e8\u5e0c\u671b\u62bc\u5728\u7b2c\u4e00\u6761\u601d\u8def\u4e0a\uff0c\u800c\u662f\u901a\u8fc7\u5206\u5de5\u548c\u53cd\u9988\u964d\u4f4e\u5355\u70b9\u5931\u8bef\u3002<\/p>\n

Agent \u8fd0\u884c\u65f6\u95f4\u8d8a\u957f\uff0c\u7cfb\u7edf\u8bbe\u8ba1\u8d8a\u4e0d\u80fd\u4f9d\u8d56\u4e00\u6b21\u6b63\u786e\u3002<\/p>\n

\u771f\u6b63\u53ef\u9760\u7684\u957f\u7a0b Agent\uff0c\u9700\u8981\u68c0\u67e5\u70b9\u3001\u72b6\u6001\u7ba1\u7406\u3001\u56de\u6eda\u3001\u5206\u652f\u63a2\u7d22\u3001\u5916\u90e8\u8bc4\u4f30\u3001\u6743\u9650\u63a7\u5236\u548c\u5f02\u5e38\u6062\u590d\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u8d85\u957f\u804a\u5929\u7a97\u53e3\u3002<\/p>\n

\u8fd9\u6b63\u662f Jeff Dean \u7684\u80cc\u666f\u5f00\u59cb\u91cd\u65b0\u663e\u5f97\u5173\u952e\u7684\u5730\u65b9\u3002<\/p>\n

MapReduce \u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\uff0c\u5c31\u662f\u5982\u4f55\u8ba9\u5927\u91cf\u4e0d\u53ef\u9760\u673a\u5668\u5b8c\u6210\u53ef\u9760\u8ba1\u7b97\u3002\u4eca\u5929\u7684 Agent \u7cfb\u7edf\u9762\u5bf9\u76f8\u4f3c\u77db\u76fe\uff1a\u5355\u6b21\u6a21\u578b\u8c03\u7528\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u5de5\u5177\u4e5f\u4f1a\u5931\u8d25\uff0c\u4f46\u6574\u4e2a\u4efb\u52a1\u4ecd\u8981\u5c3d\u53ef\u80fd\u7a33\u5b9a\u5730\u5b8c\u6210\u3002<\/p>\n

\u672a\u6765\u4f18\u79c0\u7684 Agent \u5e73\u53f0\uff0c\u53ef\u80fd\u4f1a\u7ee7\u627f\u8bb8\u591a\u5206\u5e03\u5f0f\u7cfb\u7edf\u601d\u60f3\u3002\u4efb\u52a1\u53ef\u4ee5\u62c6\u5206\uff0c\u7ed3\u679c\u53ef\u4ee5\u9a8c\u8bc1\uff0c\u5931\u8d25\u53ef\u4ee5\u91cd\u8bd5\uff0c\u72b6\u6001\u53ef\u4ee5\u6062\u590d\uff0c\u5c40\u90e8\u9519\u8bef\u4e0d\u5e94\u8be5\u6467\u6bc1\u6574\u4e2a\u6d41\u7a0b\u3002<\/p>\n

\u5f53 Jeff Dean \u8bf4 Agent \u5c06\u8fd0\u884c\u51e0\u5929\u751a\u81f3\u51e0\u5468\u65f6\uff0c\u4ed6\u4e0d\u662f\u5728\u63cf\u8ff0\u4e00\u4e2a\u66f4\u957f\u7684\u804a\u5929\u3002\u4ed6\u5728\u63cf\u8ff0\u4e00\u79cd\u65b0\u7684\u8ba1\u7b97\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n

\u4e03\u3001\u4e24\u4e09\u4e2a\u4eba\u5982\u4f55\u8d62\u8fc7 Google\uff1a\u5bfb\u627e\u6a21\u578b\u6210\u529f\u7387\u53ea\u6709 1% \u7684\u95ee\u9898<\/h4>\n

\u5728 Startup School \u7684\u8bed\u5883\u91cc\uff0c\u6700\u53d7\u5173\u6ce8\u7684\u95ee\u9898\u5f53\u7136\u662f\u521b\u4e1a\u673a\u4f1a\u3002<\/p>\n

Google \u53ef\u4ee5\u8054\u5408\u8bbe\u8ba1\u82af\u7247\u3001\u6570\u636e\u4e2d\u5fc3\u3001\u6a21\u578b\u548c\u4ea7\u54c1\u3002Gemini \u8fd9\u6837\u7684\u901a\u7528\u6a21\u578b\u8fd8\u5728\u5feb\u901f\u6269\u5f20\u80fd\u529b\u8fb9\u754c\u3002\u4e00\u4e2a\u4e24\u4e09\u4eba\u7684\u56e2\u961f\uff0c\u51ed\u4ec0\u4e48\u8d62\uff1f<\/p>\n

Jeff Dean \u7684\u56de\u7b54\u5e76\u4e0d\u6d6a\u6f2b\u3002<\/p>\n

\u5c0f\u56e2\u961f\u7684\u673a\u4f1a\uff0c\u901a\u5e38\u5b58\u5728\u4e8e\u901a\u7528\u6a21\u578b\u6ca1\u6709\u5145\u5206\u5173\u6ce8\u7684\u5177\u4f53\u9886\u57df\u3002\u521b\u4e1a\u8005\u53ef\u4ee5\u628a\u4ea7\u54c1\u754c\u9762\u3001\u4e13\u6709\u6570\u636e\u3001\u5de5\u4f5c\u6d41\u548c\u9886\u57df\u6280\u80fd\u7ec4\u5408\u8d77\u6765\uff0c\u5728\u4e00\u4e2a\u7a84\u573a\u666f\u91cc\u63d0\u4f9b\u66f4\u9ad8\u51c6\u786e\u7387\u548c\u66f4\u597d\u4f53\u9a8c\u3002<\/span><\/p>\n

\u4f46\u4ed6\u968f\u5373\u7ed9\u51fa\u8b66\u544a\uff1a\u901a\u7528\u6a21\u578b\u6b63\u5728\u8fc5\u901f\u53d8\u5f3a\u3002\u4eca\u5929\u770b\u4f3c\u72ec\u7acb\u7684\u4ea7\u54c1\u529f\u80fd\uff0c\u516d\u4e2a\u6708\u6216\u5341\u4e8c\u4e2a\u6708\u540e\uff0c\u53ef\u80fd\u88ab\u57fa\u7840\u6a21\u578b\u76f4\u63a5\u8986\u76d6\u3002<\/p>\n

\u56e0\u6b64\uff0c\u521b\u4e1a\u8005\u9700\u8981\u5224\u65ad\u81ea\u5df1\u7684\u4f18\u52bf\u662f\u5426\u8010\u4e45\u3002<\/p>\n

Jeff Dean \u7ed9\u51fa\u4e86\u4e00\u6761\u5f88\u5177\u4f53\u7684\u7b5b\u9009\u6807\u51c6\uff1a\u5bfb\u627e\u90a3\u4e9b\u5f53\u524d\u901a\u7528\u6a21\u578b\u6210\u529f\u7387\u63a5\u8fd1 0% \u6216 1% \u7684\u4efb\u52a1\uff0c\u800c\u4e0d\u662f\u5df2\u7ecf\u80fd\u505a\u5230 20% \u7684\u4efb\u52a1\u3002<\/p>\n

\u300c\u5982\u679c\u6a21\u578b\u5b8c\u5168\u5931\u8d25\uff0c\u8fd9\u53ef\u80fd\u662f\u4e00\u4e2a\u597d\u8ff9\u8c61\u3002\u5982\u679c\u5b83\u5df2\u7ecf\u80fd\u505a\u4e00\u90e8\u5206\uff0c\u53ea\u662f\u505a\u5f97\u4e0d\u592a\u597d\uff0c\u90a3\u53cd\u800c\u672a\u5fc5\u662f\u597d\u8ff9\u8c61\u3002\u300d<\/p>\n

\u539f\u56e0\u5f88\u7b80\u5355\u300220% \u610f\u5473\u7740\u80fd\u529b\u5df2\u7ecf\u5f00\u59cb\u51fa\u73b0\u3002\u66f4\u591a\u6570\u636e\u3001\u66f4\u5927\u6a21\u578b\u548c\u66f4\u957f\u63a8\u7406\uff0c\u5f88\u53ef\u80fd\u5feb\u901f\u628a\u5b83\u63a8\u5411\u53ef\u7528\u30020% \u6216 1% \u5219\u8bf4\u660e\u4efb\u52a1\u53ef\u80fd\u7f3a\u5c11\u5173\u952e\u6570\u636e\u3001\u7279\u6b8a\u5de5\u5177\u3001\u9886\u57df\u53cd\u9988\uff0c\u6216\u8005\u9700\u8981\u4e00\u79cd\u901a\u7528\u6a21\u578b\u77ed\u671f\u96be\u4ee5\u83b7\u5f97\u7684\u80fd\u529b\u3002<\/p>\n

\u8fd9\u53ef\u4ee5\u79f0\u4e3a Jeff Dean \u7684\u300c1% \u6cd5\u5219\u300d\u3002<\/p>\n

\u5b83\u5e76\u4e0d\u662f\u5efa\u8bae\u521b\u4e1a\u8005\u4e13\u6311\u6700\u96be\u7684\u95ee\u9898\uff0c\u800c\u662f\u5bfb\u627e\u901a\u7528\u6a21\u578b\u5b58\u5728\u7ed3\u6784\u6027\u76f2\u533a\u7684\u95ee\u9898\u3002<\/p>\n

\u8fd9\u79cd\u76f2\u533a\u5927\u81f4\u6709\u4e09\u7c7b\u3002<\/p>\n

\u7b2c\u4e00\u7c7b\u662f\u4e13\u6709\u6570\u636e\u3002\u901a\u7528\u6a21\u578b\u80fd\u7ec4\u7ec7\u4e16\u754c\u4fe1\u606f\uff0c\u5374\u672a\u5fc5\u80fd\u8bbf\u95ee\u67d0\u4e2a\u7528\u6237\u7684\u5168\u90e8\u4e2a\u4eba\u8d44\u6599\u3001\u67d0\u5bb6\u516c\u53f8\u7684\u5185\u90e8\u6d41\u7a0b\u3001\u67d0\u79cd\u8bbe\u5907\u4ea7\u751f\u7684\u5b9e\u65f6\u6570\u636e\u3002\u521b\u4e1a\u4ea7\u54c1\u4e00\u65e6\u83b7\u5f97\u8fd9\u4e9b\u6570\u636e\uff0c\u5c31\u80fd\u5f62\u6210\u4e0d\u540c\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u89c6\u91ce\u3002<\/p>\n

\u7b2c\u4e8c\u7c7b\u662f\u4e13\u4e1a\u8bc4\u4ef7\u3002\u5f88\u591a\u884c\u4e1a\u4e0d\u662f\u7f3a\u5c11\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u7f3a\u5c11\u53ef\u9760\u5224\u65ad\u3002\u533b\u7597\u3001\u6750\u6599\u3001\u82af\u7247\u3001\u5236\u9020\u548c\u79d1\u5b66\u7814\u7a76\uff0c\u90fd\u9700\u8981\u9ad8\u8d28\u91cf\u9a8c\u8bc1\u5668\u3002\u8c01\u80fd\u5b9a\u4e49\u300c\u4ec0\u4e48\u662f\u5bf9\u7684\u300d\uff0c\u8c01\u5c31\u80fd\u8ba9 Agent \u6301\u7eed\u4f18\u5316\u3002<\/p>\n

\u7b2c\u4e09\u7c7b\u662f\u7a84\u800c\u6df1\u7684\u6a21\u578b\u3002AlphaFold \u5e76\u4e0d\u662f\u901a\u7528\u804a\u5929\u6a21\u578b\uff0c\u5b83\u9488\u5bf9\u86cb\u767d\u8d28\u7ed3\u6784\u95ee\u9898\u5efa\u7acb\u4e86\u9ad8\u5ea6\u4e13\u4e1a\u5316\u80fd\u529b\u3002\u6750\u6599\u79d1\u5b66\u3001\u82af\u7247\u8bbe\u8ba1\u548c\u5176\u4ed6\u4e13\u4e1a\u9886\u57df\uff0c\u4e5f\u53ef\u80fd\u51fa\u73b0\u7c7b\u4f3c\u673a\u4f1a\u3002<\/p>\n

\u8fd9\u5957\u5224\u65ad\u5bf9\u521b\u4e1a\u8005\u5e76\u4e0d\u8f7b\u677e\u3002\u5b83\u8981\u6c42\u56e2\u961f\u65e2\u7406\u89e3\u6a21\u578b\u80fd\u529b\u8fb9\u754c\uff0c\u4e5f\u7406\u89e3\u884c\u4e1a\u6df1\u5904\u7684\u95ee\u9898\u3002\u53ea\u61c2 AI\uff0c\u5bb9\u6613\u505a\u51fa\u5f88\u5feb\u88ab\u5e73\u53f0\u5438\u6536\u7684\u529f\u80fd\u3002\u53ea\u61c2\u884c\u4e1a\uff0c\u53c8\u53ef\u80fd\u4f4e\u4f30\u6a21\u578b\u8fdb\u6b65\u901f\u5ea6\u3002<\/p>\n

\u771f\u6b63\u7684\u673a\u4f1a\u4f4d\u4e8e\u4e24\u8005\u4ea4\u754c\u5904\u3002<\/p>\n

\u516b\u3001\u5f53\u4ee3\u7801\u4e0d\u518d\u7a00\u7f3a\uff0c\u89c4\u683c\u3001\u54c1\u5473\u548c\u95ee\u9898\u9009\u62e9\u4f1a\u66f4\u8d35<\/h4>\n

Diana \u63d0\u51fa\u4e00\u4e2a\u5047\u8bbe\uff1a\u5982\u679c\u672a\u6765\u6bcf\u4f4d\u521b\u59cb\u4eba\u90fd\u80fd\u540c\u65f6\u7ba1\u7406 50 \u4e2a\u3001100 \u4e2a Agent\uff0c\u6240\u6709\u4ee3\u7801\u90fd\u7531 Agent \u5199\uff0c\u4ec0\u4e48\u80fd\u529b\u4f1a\u53d8\u5f97\u7a00\u7f3a\uff1f<\/p>\n

Jeff Dean \u7684\u56de\u7b54\u662f\u300c\u54c1\u5473\u300d\u3002<\/p>\n

\u66f4\u51c6\u786e\u5730\u8bf4\uff0c\u662f\u5224\u65ad\u5e94\u8be5\u8ba9 Agent \u505a\u4ec0\u4e48\u3002<\/p>\n

\u4ed6\u8ba4\u4e3a\uff0c\u7814\u7a76\u5de5\u4f5c\u7684\u5927\u90e8\u5206\u4ef7\u503c\u4e0d\u5728\u4e8e\u628a\u5b9e\u9a8c\u6267\u884c\u5f97\u591a\u6f02\u4eae\uff0c\u800c\u5728\u4e8e\u662f\u5426\u9009\u62e9\u4e86\u4e00\u4e2a\u503c\u5f97\u7814\u7a76\u7684\u95ee\u9898\u3002\u4e00\u4e2a\u56e2\u961f\u53ef\u4ee5\u7528\u6700\u7cbe\u6e5b\u7684\u65b9\u6cd5\uff0c\u5b8c\u6210\u4e00\u9879\u65e0\u5173\u7d27\u8981\u7684\u7814\u7a76\u3002\u4e5f\u53ef\u4ee5\u6293\u4f4f\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff0c\u53ea\u8981\u89e3\u51b3\uff0c\u5c31\u6539\u53d8\u6574\u4e2a\u9886\u57df\u3002<\/p>\n

Agent \u8ba9\u6267\u884c\u6210\u672c\u4e0b\u964d\u4e4b\u540e\uff0c\u95ee\u9898\u9009\u62e9\u7684\u91cd\u8981\u6027\u4f1a\u8fdb\u4e00\u6b65\u4e0a\u5347\u3002<\/p>\n

\u8fc7\u53bb\uff0c\u4e00\u4e2a\u6a21\u7cca\u60f3\u6cd5\u4f1a\u56e0\u4e3a\u5f00\u53d1\u6210\u672c\u592a\u9ad8\u800c\u81ea\u7136\u6d88\u5931\u3002\u672a\u6765\uff0c\u53ea\u8981\u8c03\u52a8\u8db3\u591f\u591a Agent\uff0c\u5f88\u591a\u60f3\u6cd5\u90fd\u80fd\u88ab\u8fc5\u901f\u505a\u6210\u539f\u578b\u3002\u4e16\u754c\u4e0d\u4f1a\u56e0\u6b64\u81ea\u52a8\u51fa\u73b0\u66f4\u591a\u597d\u4ea7\u54c1\uff0c\u53ea\u4f1a\u51fa\u73b0\u66f4\u591a\u4ea7\u54c1\u3002<\/p>\n

\u89c4\u683c\u4e5f\u4f1a\u53d8\u5f97\u66f4\u91cd\u8981\u3002<\/span><\/p>\n

Jeff Dean \u8bf4\uff0c\u548c\u865a\u62df Agent \u534f\u4f5c\u65f6\uff0c\u76ee\u6807\u8d8a\u6e05\u6670\uff0c\u6210\u529f\u7387\u8d8a\u9ad8\u3002\u8fc7\u53bb\uff0c\u6a21\u7cca\u9700\u6c42\u4ea4\u7ed9\u4e00\u540d\u8d44\u6df1\u5de5\u7a0b\u5e08\uff0c\u5bf9\u65b9\u53ef\u4ee5\u8ffd\u95ee\uff0c\u4e5f\u80fd\u4f9d\u9760\u5171\u4eab\u80cc\u666f\u8865\u5168\u610f\u56fe\u3002Agent \u867d\u7136\u4e5f\u80fd\u63d0\u95ee\uff0c\u5374\u66f4\u5bb9\u6613\u5728\u7f3a\u5c11\u4e0a\u4e0b\u6587\u65f6\u81ea\u884c\u731c\u6d4b\u3002<\/p>\n

\u4e00\u4e2a\u5178\u578b\u7684\u9ad8\u6210\u529f\u7387\u4efb\u52a1\uff0c\u662f\u628a\u8f6f\u4ef6\u4ece\u4e00\u79cd\u7f16\u7a0b\u8bed\u8a00\u8fc1\u79fb\u5230\u53e6\u4e00\u79cd\u8bed\u8a00\u3002\u539f\u56e0\u4e0d\u662f\u8fc1\u79fb\u7b80\u5355\uff0c\u800c\u662f\u89c4\u683c\u6781\u5176\u5b8c\u6574\u3002\u65e7\u4ee3\u7801\u5b9a\u4e49\u4e86\u884c\u4e3a\uff0c\u6d4b\u8bd5\u5b9a\u4e49\u4e86\u8fb9\u754c\uff0cAgent \u53ef\u4ee5\u9010\u9879\u5bf9\u7167\uff0c\u76f4\u5230\u65b0\u7248\u672c\u8868\u73b0\u4e00\u81f4\u3002<\/p>\n

\u300c\u73b0\u5728 Agent \u53ef\u4ee5\u66ff\u4f60\u5199\u8f6f\u4ef6\uff0c\u4f46\u8bf4\u660e\u4f60\u7a76\u7adf\u60f3\u8981\u4ec0\u4e48\uff0c\u53cd\u800c\u53d8\u5f97\u66f4\u91cd\u8981\u4e86\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\u5bf9\u6240\u8c13\u00a0AI \u539f\u751f\u7ec4\u7ec7\u6709\u76f4\u63a5\u542f\u793a\u3002<\/p>\n

\u672a\u6765\u7684\u7ba1\u7406\u8005\u4e0d\u53ea\u662f\u5206\u914d\u4efb\u52a1\uff0c\u800c\u8981\u7f16\u5199\u66f4\u6e05\u6670\u7684\u76ee\u6807\u548c\u9a8c\u6536\u6807\u51c6\u3002\u8bbe\u8ba1\u6587\u6863\u4e0d\u518d\u53ea\u662f\u56e2\u961f\u6c9f\u901a\u6750\u6599\uff0c\u4e5f\u4f1a\u6210\u4e3a\u673a\u5668\u6267\u884c\u7684\u8f93\u5165\u3002\u6d4b\u8bd5\u3001\u6307\u6807\u3001\u7ea6\u675f\u548c\u6837\u4f8b\uff0c\u4f1a\u4ece\u5f00\u53d1\u6d41\u7a0b\u672b\u7aef\u524d\u79fb\u5230\u4efb\u52a1\u5b9a\u4e49\u9636\u6bb5\u3002<\/p>\n

\u81f3\u4e8e\u300c\u54c1\u5473\u300d\u5982\u4f55\u8bad\u7ec3\uff0cJeff Dean \u7ed9\u51fa\u7684\u65b9\u6cd5\u5f88\u52a1\u5b9e\u3002<\/p>\n

\u5199\u4e0b\u4e00\u6279\u4f60\u8ba4\u4e3a\u672a\u6765 12 \u4e2a\u6708\u4f1a\u53d8\u5f97\u91cd\u8981\u7684\u4e8b\u60c5\u3002\u4f60\u4e0d\u5fc5\u5168\u90e8\u53bb\u505a\u300212 \u4e2a\u6708\u540e\u91cd\u65b0\u68c0\u67e5\uff0c\u54ea\u4e9b\u5224\u65ad\u6210\u771f\uff0c\u54ea\u4e9b\u88ab\u522b\u4eba\u505a\u51fa\u6765\uff0c\u54ea\u4e9b\u6beb\u65e0\u8fdb\u5c55\u3002\u901a\u8fc7\u4e0d\u65ad\u79ef\u7d2f\u9884\u6d4b\u6837\u672c\uff0c\u4eba\u4f1a\u9010\u6e10\u6821\u51c6\u81ea\u5df1\u7684\u5224\u65ad\u3002<\/span><\/p>\n

\u54c1\u5473\u5e76\u4e0d\u5b8c\u5168\u662f\u5929\u8d4b\u3002\u5b83\u4e5f\u53ef\u4ee5\u901a\u8fc7\u590d\u76d8\u8bad\u7ec3\u3002<\/p>\n

\u4e5d\u3001\u597d\u7684\u601d\u60f3\u5b9e\u9a8c\uff0c\u5148\u628a\u884c\u4e1a\u6700\u7262\u56fa\u7684\u524d\u63d0\u62ff\u6389<\/h4>\n

\u8bbf\u8c08\u540e\u534a\u6bb5\uff0cJeff Dean \u5206\u4eab\u4e86\u4e00\u4e2a\u9887\u4e3a\u75af\u72c2\u7684\u601d\u60f3\u5b9e\u9a8c\u3002<\/p>\n

\u8fc7\u53bb 60 \u5e74\uff0c\u82af\u7247\u884c\u4e1a\u4e00\u76f4\u5728\u8ffd\u6c42\u66f4\u5c0f\u3001\u66f4\u7a33\u5b9a\u3001\u9519\u8bef\u7387\u66f4\u4f4e\u7684\u6676\u4f53\u7ba1\u3002\u4eba\u4eec\u9ed8\u8ba4\uff0c\u540c\u4e00\u8bbe\u8ba1\u5236\u9020\u51fa\u7684\u82af\u7247\u5e94\u8be5\u5c3d\u53ef\u80fd\u5b8c\u5168\u4e00\u81f4\uff0c\u4f4d\u7ffb\u8f6c\u8d8a\u5c11\u8d8a\u597d\u3002<\/p>\n

\u53ef\u5728\u5927\u578b\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u5de5\u7a0b\u5e08\u65e9\u5df2\u63a5\u53d7\u5355\u4e2a\u7ec4\u4ef6\u4f1a\u5931\u6548\u3002\u786c\u76d8\u4f1a\u574f\uff0c\u673a\u5668\u4f1a\u5b95\u673a\uff0c\u4ea4\u6362\u673a\u4f1a\u51fa\u95ee\u9898\u3002\u7cfb\u7edf\u53ef\u9760\u6027\u5e76\u4e0d\u6765\u81ea\u6bcf\u4e2a\u90e8\u4ef6\u7edd\u4e0d\u51fa\u9519\uff0c\u800c\u6765\u81ea\u590d\u5236\u3001\u6821\u9a8c\u3001\u5197\u4f59\u548c\u6062\u590d\u3002<\/p>\n

\u4e8e\u662f Jeff Dean \u95ee\uff1a\u5982\u679c\u6676\u4f53\u7ba1\u6bcf\u5929\u4f1a\u53d1\u751f 20 \u6b21\u9519\u8bef\uff0c\u800c\u4e0d\u662f\u51e0\u767e\u4e07\u5e74\u624d\u51fa\u4e00\u6b21\u9519\uff0c\u4f1a\u600e\u6837\uff1f<\/p>\n

\u8fd9\u5e76\u4e0d\u662f\u4e00\u9879\u73b0\u5b9e\u4ea7\u54c1\u8ba1\u5212\u3002\u4ed6\u53ea\u662f\u8bd5\u56fe\u628a\u4e00\u4e2a\u4e60\u4ee5\u4e3a\u5e38\u7684\u524d\u63d0\u62ff\u6389\u3002\u4e5f\u8bb8\u6781\u4e0d\u53ef\u9760\u7684\u6676\u4f53\u7ba1\u80fd\u4ee5\u5b8c\u5168\u4e0d\u540c\u7684\u65b9\u5f0f\u5236\u9020\uff0c\u7cfb\u7edf\u5219\u901a\u8fc7\u591a\u8def\u5f84\u548c\u9ad8\u5c42\u5197\u4f59\u4fdd\u8bc1\u7ed3\u679c\u3002<\/p>\n

\u591a\u6570\u601d\u60f3\u5b9e\u9a8c\u6700\u7ec8\u4e0d\u4f1a\u53d8\u6210\u4ea7\u54c1\u3002\u5f88\u591a\u884c\u4e1a\u505a\u6cd5\u6301\u7eed\u6570\u5341\u5e74\uff0c\u786e\u5b9e\u6709\u5145\u5206\u7406\u7531\u3002\u4f46 Jeff Dean \u8ba4\u4e3a\uff0c\u4ecd\u5e94\u5b9a\u671f\u91cd\u65b0\u68c0\u67e5\u8fd9\u4e9b\u7406\u7531\u3002<\/p>\n

MapReduce \u5c31\u6765\u81ea\u7c7b\u4f3c\u8fc7\u7a0b\u3002<\/p>\n

\u65e9\u671f Google \u7684\u722c\u866b\u548c\u7d22\u5f15\u7cfb\u7edf\u5305\u542b\u5927\u91cf\u624b\u5de5\u5e76\u884c\u4ee3\u7801\u3001\u68c0\u67e5\u70b9\u548c\u6545\u969c\u6062\u590d\u903b\u8f91\u3002\u771f\u6b63\u7684\u4e1a\u52a1\u8ba1\u7b97\u5f80\u5f80\u5f88\u7b80\u5355\uff0c\u6bd4\u5982\u8bfb\u53d6\u6240\u6709\u7f51\u9875\uff0c\u5224\u65ad\u9875\u9762\u8bed\u8a00\u3002\u53ef\u5927\u91cf\u7cfb\u7edf\u4ee3\u7801\u628a\u7b80\u5355\u610f\u56fe\u6df9\u6ca1\u4e86\u3002<\/p>\n

Jeff Dean \u548c Sanjay Ghemawat \u4ece\u51fd\u6570\u5f0f\u7f16\u7a0b\u4e2d\u627e\u5230\u7075\u611f\u3002\u4ed6\u4eec\u628a\u5927\u91cf\u4efb\u52a1\u62bd\u8c61\u6210 Map \u548c Reduce\uff0c\u628a\u5e76\u884c\u5316\u3001\u8c03\u5ea6\u3001\u5bb9\u9519\u548c\u91cd\u8bd5\u4e0b\u6c89\u5230\u7edf\u4e00\u6846\u67b6\u91cc\u3002\u4e1a\u52a1\u5f00\u53d1\u8005\u53ea\u9700\u8981\u8868\u8fbe\u8ba1\u7b97\u672c\u8eab\u3002<\/p>\n

\u8fd9\u9879\u8bbe\u8ba1\u5e76\u6ca1\u6709\u8ba9\u673a\u5668\u53d8\u5f97\u4e0d\u51fa\u9519\u3002\u5b83\u8ba9\u9519\u8bef\u53d8\u5f97\u53ef\u4ee5\u88ab\u7cfb\u7edf\u5438\u6536\u3002<\/p>\n

\u4eca\u5929\u7684 Agent \u5de5\u7a0b\u4e5f\u53ef\u80fd\u5904\u5728\u7c7b\u4f3c\u9636\u6bb5\u3002\u5927\u91cf\u56e2\u961f\u4ecd\u5728\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u624b\u5de5\u7f16\u6392\u63d0\u793a\u8bcd\u3001\u91cd\u8bd5\u903b\u8f91\u548c\u5de5\u5177\u8c03\u7528\u3002\u672a\u6765\uff0c\u662f\u5426\u4f1a\u51fa\u73b0\u4e00\u4e2a\u50cf MapReduce \u4e00\u6837\u7b80\u6d01\u7684\u62bd\u8c61\uff0c\u8ba9\u957f\u7a0b Agent \u7684\u5206\u89e3\u3001\u9a8c\u8bc1\u3001\u6062\u590d\u548c\u5e76\u884c\u63a2\u7d22\u6210\u4e3a\u5e95\u5c42\u80fd\u529b\uff1f<\/p>\n

\u8fd9\u4e5f\u8bb8\u6b63\u662f\u4e0b\u4e00\u6279\u57fa\u7840\u8bbe\u65bd\u516c\u53f8\u7684\u673a\u4f1a\u3002<\/p>\n

\u5341\u3001AI \u5f00\u59cb\u6784\u5efa\u66f4\u597d\u7684 AI\uff0c\u79d1\u5b66\u65b9\u6cd5\u88ab\u538b\u7f29\u6210\u9ad8\u901f\u5faa\u73af<\/h4>\n

Jeff Dean \u5bf9\u672a\u6765\u6700\u5174\u594b\u7684\u65b9\u5411\uff0c\u662f\u628a\u79d1\u5b66\u65b9\u6cd5\u672c\u8eab\u81ea\u52a8\u5316\u3002<\/p>\n

\u4f20\u7edf\u79d1\u7814\u6d41\u7a0b\u662f\u63d0\u51fa\u5047\u8bbe\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u8fd0\u884c\u5b9e\u9a8c\u3001\u5206\u6790\u7ed3\u679c\uff0c\u518d\u4ea7\u751f\u4e0b\u4e00\u8f6e\u5047\u8bbe\u3002\u8fd9\u4e2a\u5faa\u73af\u7684\u901f\u5ea6\uff0c\u957f\u671f\u53d7\u5236\u4e8e\u5b9e\u9a8c\u6210\u672c\u548c\u9a8c\u8bc1\u5ef6\u8fdf\u3002<\/p>\n

AI \u53ef\u4ee5\u6539\u53d8\u4e24\u90e8\u5206\u3002<\/p>\n

\u4e00\u90e8\u5206\u662f\u81ea\u52a8\u63d0\u51fa\u548c\u6267\u884c\u66f4\u591a\u5b9e\u9a8c\u3002\u53e6\u4e00\u90e8\u5206\u662f\u628a\u6602\u8d35\u9a8c\u8bc1\u5668\u53d8\u6210\u5ec9\u4ef7\u8fd1\u4f3c\u6a21\u578b\u3002<\/p>\n

Jeff Dean \u4e3e\u4e86\u91cf\u5b50\u5316\u5b66\u7684\u4f8b\u5b50\u3002\u7814\u7a76\u4eba\u5458\u8981\u5224\u65ad\u4e00\u79cd\u5206\u5b50\u6784\u578b\u7684\u6027\u8d28\uff0c\u53ef\u4ee5\u8fd0\u884c\u5bc6\u5ea6\u6cdb\u51fd\u7406\u8bba\u6a21\u62df\u3002\u4e00\u6b21\u6a21\u62df\u53ef\u80fd\u9700\u8981\u4e00\u6574\u591c\u3002Google \u7684\u7814\u7a76\u4eba\u5458\u7528\u5927\u91cf\u6a21\u62df\u8f93\u5165\u548c\u8f93\u51fa\u8bad\u7ec3\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u8fd1\u4f3c\u5668\u3002\u5b83\u63a5\u8fd1\u539f\u6a21\u62df\u5668\u7684\u51c6\u786e\u5ea6\uff0c\u5374\u5feb\u4e86\u7ea6 30 \u4e07\u500d\u3002<\/p>\n

\u9a8c\u8bc1\u901f\u5ea6\u53d8\u5316\u4e4b\u540e\uff0c\u79d1\u5b66\u95ee\u9898\u7684\u5f62\u6001\u4e5f\u4f1a\u53d8\u5316\u3002<\/p>\n

\u8fc7\u53bb\u7b5b\u9009 1000 \u4e07\u4e2a\u5019\u9009\u65b9\u6848\uff0c\u53ef\u80fd\u662f\u4e00\u4e2a\u9700\u8981\u6570\u6708\u7b97\u529b\u7684\u9879\u76ee\u3002\u73b0\u5728\uff0c\u7814\u7a76\u8005\u5403\u4e00\u987f\u5348\u996d\u7684\u65f6\u95f4\uff0c\u7cfb\u7edf\u5c31\u80fd\u5b8c\u6210\u521d\u7b5b\u3002\u5b9e\u9a8c\u4e0d\u518d\u662f\u73cd\u8d35\u7684\u5355\u6b21\u4e0b\u6ce8\uff0c\u800c\u53d8\u6210\u9ad8\u9891\u641c\u7d22\u3002<\/p>\n

\u8fd9\u4e5f\u662f AlphaEvolve\u3001AlphaChip \u7b49\u7cfb\u7edf\u80cc\u540e\u7684\u5171\u540c\u903b\u8f91\u3002\u6a21\u578b\u63d0\u51fa\u65b9\u6848\uff0c\u5de5\u5177\u6267\u884c\u65b9\u6848\uff0c\u8bc4\u4ef7\u5668\u7b5b\u9009\u7ed3\u679c\uff0c\u4f18\u79c0\u7ed3\u679c\u8fdb\u5165\u4e0b\u4e00\u8f6e\u3002\u53ea\u8981\u95ed\u73af\u8db3\u591f\u5feb\uff0c\u7cfb\u7edf\u5c31\u80fd\u5728\u5de8\u5927\u7684\u89e3\u7a7a\u95f4\u4e2d\u6301\u7eed\u63a2\u7d22\u3002<\/p>\n

\u673a\u5668\u5b66\u4e60\u672c\u8eab\u4e5f\u4f1a\u6210\u4e3a\u8fd9\u79cd\u81ea\u52a8\u5316\u79d1\u5b66\u7684\u5bf9\u8c61\u3002<\/p>\n

\u4eca\u5929\uff0c\u5927\u578b\u7814\u7a76\u56e2\u961f\u901a\u5e38\u7531\u4eba\u63d0\u51fa\u65b0\u67b6\u6784\u6216\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5148\u8dd1\u5c0f\u89c4\u6a21\u5b9e\u9a8c\uff0c\u518d\u6311\u9009\u6709\u5e0c\u671b\u7684\u65b9\u6848\u653e\u5927\u3002Jeff Dean \u8ba4\u4e3a\uff0c\u6ca1\u6709\u6839\u672c\u969c\u788d\u963b\u6b62\u6a21\u578b\u63a5\u7ba1\u5176\u4e2d\u8d8a\u6765\u8d8a\u591a\u73af\u8282\u3002\u4eba\u7ed9\u51fa\u9ad8\u5c42\u65b9\u5411\uff0c\u7cfb\u7edf\u81ea\u52a8\u63a2\u7d22\u7ed3\u6784\u3001\u6570\u636e\u914d\u65b9\u548c\u8bad\u7ec3\u7b56\u7565\uff0c\u518d\u628a\u6210\u529f\u5b9e\u9a8c\u7ec4\u5408\u6210\u65b0\u6a21\u578b\u3002<\/p>\n

\u672a\u6765\u8861\u91cf\u7814\u7a76\u6548\u7387\u7684\u6307\u6807\uff0c\u53ef\u80fd\u4e0d\u53ea\u662f\u6bcf\u79d2\u6d6e\u70b9\u8fd0\u7b97\uff0c\u800c\u662f\u300c\u6bcf\u5355\u4f4d\u7b97\u529b\u4ea7\u751f\u591a\u5c11\u6709\u6548\u53d1\u73b0\u300d\u3002<\/p>\n

\u7b97\u529b\u5f53\u7136\u91cd\u8981\u3002\u5982\u4f55\u628a\u7b97\u529b\u8f6c\u5316\u4e3a\u53d1\u73b0\uff0c\u66f4\u91cd\u8981\u3002<\/p>\n

\u5341\u4e00\u3001\u88ab NeurIPS \u62d2\u7edd\u7684\u84b8\u998f\u8bba\u6587\uff0c\u4ee5\u53ca\u5982\u4f55\u770b\u5f85\u5931\u8d25<\/h4>\n

2014 \u5e74\uff0cJeff Dean\u3001Geoff Hinton \u548c Oriol Vinyals \u63d0\u4ea4\u4e86\u4e00\u7bc7\u5173\u4e8e\u77e5\u8bc6\u84b8\u998f\u7684\u8bba\u6587\u3002\u4eca\u5929\uff0c\u77e5\u8bc6\u84b8\u998f\u5df2\u7ecf\u662f\u6a21\u578b\u538b\u7f29\u548c\u80fd\u529b\u8fc1\u79fb\u4e2d\u7684\u57fa\u7840\u65b9\u6cd5\u3002\u5927\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\uff0c\u628a\u80fd\u529b\u4f20\u9012\u7ed9\u66f4\u5c0f\u3001\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u7684\u5b66\u751f\u6a21\u578b\u3002<\/p>\n

\u8fd9\u7bc7\u540e\u6765\u5f71\u54cd\u6df1\u8fdc\u7684\u8bba\u6587\uff0c\u5f53\u5e74\u5374\u88ab NeurIPS \u62d2\u7edd\u3002<\/p>\n

\u4e00\u540d\u5ba1\u7a3f\u4eba\u8ba4\u4e3a\uff0c\u5b83\u300c\u4e0d\u592a\u53ef\u80fd\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u300d\u3002\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u8bbf\u95ee\u300a\u88ab\u62d2\u2260\u5931\u8d25\uff01\u8fd9\u4e9b\u9ad8\u5f71\u54cd\u529b\u8bba\u6587\u90fd\u88ab\u9876\u4f1a\u62d2\u6536\u8fc7\u300b\u3002<\/p>\n

Jeff Dean \u8c08\u8d77\u8fd9\u6bb5\u7ecf\u5386\u65f6\u6ca1\u6709\u6124\u6012\u3002\u4ed6\u8bf4\uff0c\u5ba1\u7a3f\u4eba\u53ef\u80fd\u5e76\u4e0d\u4e86\u89e3\u5927\u89c4\u6a21 AI \u670d\u52a1\u9762\u4e34\u7684\u73b0\u5b9e\u95ee\u9898\u3002\u5bf9 Google \u6765\u8bf4\uff0c\u628a\u6602\u8d35\u5927\u6a21\u578b\u8f6c\u5316\u4e3a\u53ef\u670d\u52a1\u6570\u4ebf\u7528\u6237\u7684\u5c0f\u6a21\u578b\uff0c\u663e\u7136\u975e\u5e38\u91cd\u8981\u3002\u5bf9\u53ea\u5173\u6ce8\u7406\u8bba\u65b0\u9896\u6027\u7684\u5ba1\u7a3f\u4eba\u6765\u8bf4\uff0c\u5b83\u672a\u5fc5\u663e\u5f97\u8db3\u591f\u300c\u57fa\u7840\u300d\u3002<\/p>\n

\u8bba\u6587\u88ab\u62d2\u540e\uff0c\u56e2\u961f\u628a\u5b83\u653e\u4e0a arXiv\u3002\u884c\u4e1a\u7167\u6837\u8bfb\u5230\u4e86\u5b83\uff0c\u4e5f\u7167\u6837\u5f00\u59cb\u4f7f\u7528\u3002<\/p>\n

\u4eca\u5929\uff0cGemini \u7684 Flash \u6a21\u578b\u80fd\u591f\u5728\u8f83\u5c0f\u4f53\u91cf\u548c\u8f83\u4f4e\u5ef6\u8fdf\u4e0b\u4fdd\u6301\u5f3a\u80fd\u529b\uff0c\u84b8\u998f\u6b63\u662f\u5176\u4e2d\u7684\u91cd\u8981\u65b9\u6cd5\u4e4b\u4e00\u3002<\/p>\n

\u8fd9\u4e2a\u6545\u4e8b\u5e76\u4e0d\u53ea\u662f\u300c\u575a\u6301\u5c31\u4f1a\u6210\u529f\u300d\u7684\u52b1\u5fd7\u6750\u6599\u3002\u5b83\u8bf4\u660e\u8bc4\u4ef7\u4f53\u7cfb\u603b\u6709\u76f2\u533a\u3002\u4e00\u4e2a\u65b9\u6848\u7684\u4ef7\u503c\uff0c\u6709\u65f6\u53ea\u6709\u771f\u6b63\u627f\u53d7\u8fc7\u90a3\u4e2a\u7cfb\u7edf\u74f6\u9888\u7684\u4eba\u624d\u80fd\u7acb\u523b\u770b\u89c1\u3002<\/p>\n

\u5bf9\u521b\u4e1a\u8005\u6765\u8bf4\uff0c\u8fd9\u540c\u6837\u91cd\u8981\u3002<\/p>\n

\u5e02\u573a\u3001\u6295\u8d44\u4eba\u548c\u540c\u884c\u7684\u5426\u5b9a\uff0c\u53ef\u80fd\u610f\u5473\u7740\u65b9\u5411\u9519\u8bef\uff0c\u4e5f\u53ef\u80fd\u53ea\u662f\u5bf9\u65b9\u6ca1\u6709\u5904\u5728\u540c\u4e00\u4e2a\u95ee\u9898\u73b0\u573a\u3002\u533a\u522b\u5728\u4e8e\uff0c\u56e2\u961f\u662f\u5426\u6709\u8db3\u591f\u5177\u4f53\u7684\u8bc1\u636e\uff0c\u77e5\u9053\u8fd9\u4e2a\u95ee\u9898\u4e3a\u4ec0\u4e48\u91cd\u8981\uff0c\u4e3a\u4ec0\u4e48\u73b0\u5728\u80fd\u89e3\u51b3\u3002<\/span><\/p>\n

Jeff Dean \u6ca1\u6709\u9f13\u52b1\u4eba\u76f2\u76ee\u575a\u6301\u3002\u4ed6\u9f13\u52b1\u7684\u662f\uff1a\u7406\u89e3\u95ee\u9898\uff0c\u6301\u7eed\u9a8c\u8bc1\uff0c\u7136\u540e\u4e0d\u8981\u628a\u4e00\u6b21\u8bc4\u5ba1\u5f53\u6210\u4e16\u754c\u7684\u6700\u7ec8\u5224\u65ad\u3002<\/p>\n

\u5341\u4e8c\u3001\u5e74\u8f7b\u7684 Jeff Dean \u4eca\u5929\u4f1a\u505a\u4ec0\u4e48<\/h4>\n

\u8bbf\u8c08\u63a5\u8fd1\u5c3e\u58f0\u65f6\uff0cDiana \u63d0\u51fa\u4e86\u4e00\u4e2a\u5e26\u6709\u60f3\u8c61\u529b\u7684\u95ee\u9898\u3002<\/p>\n

\u5982\u679c\u628a 1999 \u5e74\u52a0\u5165 Google \u65f6\u7684\u5e74\u8f7b Jeff Dean \u4f20\u9001\u5230 2026 \u5e74\uff0c\u4ed6\u4f1a\u52a0\u5165\u4e00\u5bb6\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u8fd8\u662f\u548c\u4e24\u4e09\u4e2a\u670b\u53cb\u521b\u529e\u516c\u53f8\uff1f<\/p>\n

Jeff Dean \u6ca1\u6709\u7ed9\u51fa\u6807\u51c6\u7b54\u6848\u3002<\/p>\n

\u5927\u7ec4\u7ec7\u62e5\u6709\u7ed3\u6784\u3001\u5e73\u53f0\u548c\u5927\u91cf\u4f18\u79c0\u540c\u4e8b\u3002\u4e00\u4e2a\u4eba\u5728\u5176\u4e2d\u53ef\u4ee5\u63a5\u89e6\u81ea\u5df1\u4e0d\u4e86\u89e3\u7684\u77e5\u8bc6\uff0c\u4e5f\u80fd\u501f\u52a9\u6210\u719f\u4ea7\u54c1\u5f71\u54cd\u5168\u7403\u7528\u6237\u3002\u5c0f\u56e2\u961f\u5219\u66f4\u81ea\u7531\uff0c\u4e5f\u627f\u62c5\u66f4\u5927\u98ce\u9669\u3002\u521b\u59cb\u4eba\u5fc5\u987b\u771f\u6b63\u76f8\u4fe1\u4e00\u4e2a\u95ee\u9898\uff0c\u613f\u610f\u7528\u51e0\u5e74\u65f6\u95f4\u627f\u53d7\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n

\u4ed6\u7ed9\u51fa\u7684\u5224\u65ad\u6807\u51c6\uff0c\u6bd4\u300c\u52a0\u5165\u5927\u5382\u8fd8\u662f\u521b\u4e1a\u300d\u66f4\u6839\u672c\u3002<\/p>\n

\u300c\u5982\u679c\u6211\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e76\u4e14\u6700\u597d\u7684\u7ed3\u679c\u771f\u7684\u53d1\u751f\u4e86\uff0c\u4e16\u754c\u4f1a\u56e0\u6b64\u660e\u663e\u53d8\u597d\u5417\uff1f\u8fd8\u662f\u5927\u5bb6\u53ea\u4f1a\u8bf4\uff0c\u55ef\uff0c\u633a\u9177\u7684\uff0c\u7136\u540e\u5c31\u8fd9\u6837\uff1f\u300d<\/p>\n

\u5982\u679c\u7b54\u6848\u53ea\u662f\u300c\u633a\u9177\u7684\u300d\uff0c\u90a3\u53ef\u80fd\u4e0d\u503c\u5f97\u6295\u5165\u6700\u5b9d\u8d35\u7684\u65f6\u95f4\u3002<\/p>\n

\u4ed6\u4e5f\u5f3a\u8c03\u540c\u4f34\u7684\u91cd\u8981\u6027\u3002\u8981\u627e\u6709\u4e92\u8865\u80fd\u529b\u7684\u4eba\uff0c\u4e5f\u8981\u627e\u4f4e\u81ea\u6211\u3001\u613f\u610f\u534f\u4f5c\u3001\u76f8\u5904\u6109\u5feb\u7684\u4eba\u3002\u771f\u6b63\u56f0\u96be\u7684\u95ee\u9898\u5f80\u5f80\u9700\u8981\u957f\u671f\u5171\u4e8b\u3002\u56e2\u961f\u6210\u5458\u6700\u597d\u5404\u81ea\u62e5\u6709\u522b\u4eba\u6ca1\u6709\u7684\u5de5\u5177\uff0c\u5e76\u5728\u5171\u540c\u5de5\u4f5c\u4e2d\u7ee7\u7eed\u6269\u5145\u81ea\u5df1\u7684\u300c\u5de5\u5177\u8170\u5e26\u300d\u3002<\/p>\n

\u8fd9\u756a\u8bdd\u6709\u4e00\u79cd\u8001\u6d3e\u5de5\u7a0b\u5e08\u7684\u6734\u7d20\u3002<\/p>\n

AI \u884c\u4e1a\u559c\u6b22\u8c08\u6307\u6570\u589e\u957f\u3001\u8d85\u7ea7\u667a\u80fd\u548c\u5de8\u989d\u878d\u8d44\u3002Jeff Dean \u6700\u540e\u4ecd\u628a\u9009\u62e9\u843d\u56de\u4e09\u4ef6\u5c0f\u4e8b\uff1a\u505a\u4e00\u4e2a\u771f\u6b63\u5173\u5fc3\u7684\u95ee\u9898\uff0c\u548c\u559c\u6b22\u7684\u4eba\u4e00\u8d77\u5de5\u4f5c\uff0c\u5c3d\u529b\u8ba9\u4e16\u754c\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n

\u7ed3\u8bed\uff1aAI \u65f6\u4ee3\u6700\u7a00\u7f3a\u7684\uff0c\u4ecd\u7136\u662f\u628a\u95ee\u9898\u770b\u6e05\u695a<\/h4>\n

Jeff Dean \u7684\u804c\u4e1a\u751f\u6daf\u91cc\uff0c\u6709\u8bb8\u591a\u88ab\u53cd\u590d\u8bb2\u8ff0\u7684\u4f20\u5947\u3002<\/p>\n

\u4ed6\u548c Sanjay Ghemawat \u5728\u51e0\u5929\u5185\u91cd\u5199\u641c\u7d22\u7cfb\u7edf\uff0c\u8ba9\u7d22\u5f15\u8fdb\u5165\u5185\u5b58\u3002\u4e00\u6b21\u5173\u4e8e\u4e09\u5206\u949f\u8bed\u97f3\u7684\u4f30\u7b97\uff0c\u63a8\u52a8 Google \u9020\u51fa TPU\u3002MapReduce \u628a\u5927\u89c4\u6a21\u5e76\u884c\u548c\u5bb9\u9519\u85cf\u8fdb\u7edf\u4e00\u62bd\u8c61\u3002\u77e5\u8bc6\u84b8\u998f\u4ece\u4e00\u7bc7\u88ab\u62d2\u8bba\u6587\uff0c\u53d8\u6210\u884c\u4e1a\u57fa\u7840\u6280\u672f\u3002<\/p>\n

\u8fd9\u4e9b\u6545\u4e8b\u5f88\u5bb9\u6613\u8ba9\u4eba\u628a\u4ed6\u60f3\u8c61\u6210\u4e00\u4e2a\u4e0d\u65ad\u83b7\u5f97\u7075\u611f\u7684\u5929\u624d\u3002<\/p>\n

\u4f46\u4ece\u8fd9\u573a\u8bbf\u8c08\u770b\uff0c\u4ed6\u7684\u65b9\u6cd5\u5176\u5b9e\u9ad8\u5ea6\u4e00\u81f4\u3002<\/p>\n

\u5148\u7b97\u6e05\u6570\u91cf\u7ea7\u3002\u518d\u627e\u5230\u771f\u6b63\u7684\u74f6\u9888\u3002\u7136\u540e\u8d28\u7591\u9ed8\u8ba4\u5047\u8bbe\uff0c\u5efa\u7acb\u4e00\u4e2a\u66f4\u7b80\u5355\u7684\u62bd\u8c61\u3002\u6700\u540e\uff0c\u7528\u6d4b\u91cf\u548c\u53cd\u9988\u63a8\u52a8\u7cfb\u7edf\u4e0d\u65ad\u8fed\u4ee3\u3002<\/p>\n

\u4eca\u5929\u7684 AI \u884c\u4e1a\u6b63\u5728\u7ecf\u5386\u7c7b\u4f3c\u8f6c\u6298\u3002<\/p>\n

\u6a21\u578b\u5df2\u7ecf\u8db3\u591f\u5f3a\uff0c\u5f3a\u5230\u53ef\u4ee5\u627f\u62c5\u521d\u7ea7\u5de5\u7a0b\u5e08\u7ea7\u522b\u7684\u4efb\u52a1\u3002\u63a5\u4e0b\u6765\uff0c\u51b3\u5b9a\u5b9e\u9645\u751f\u4ea7\u529b\u7684\uff0c\u4e0d\u53ea\u662f\u6a21\u578b\u667a\u5546\uff0c\u800c\u662f\u63a8\u7406\u6210\u672c\u3001\u4e0a\u4e0b\u6587\u7ec4\u7ec7\u3001\u5de5\u5177\u8d28\u91cf\u3001\u9a8c\u8bc1\u901f\u5ea6\u548c\u957f\u7a0b\u8fd0\u884c\u53ef\u9760\u6027\u3002<\/p>\n

Agent \u4f1a\u8d8a\u6765\u8d8a\u50cf\u56e2\u961f\u6210\u5458\u3002\u53ef\u5b83\u4eec\u9700\u8981\u6e05\u6670\u89c4\u683c\uff0c\u9700\u8981\u6280\u80fd\uff0c\u9700\u8981\u68c0\u67e5\u70b9\uff0c\u9700\u8981\u8bc4\u4ef7\u8005\uff0c\u4e5f\u9700\u8981\u4e00\u4e2a\u80fd\u5bb9\u7eb3\u5931\u8d25\u7684\u7cfb\u7edf\u3002<\/p>\n

\u521b\u4e1a\u516c\u53f8\u7684\u673a\u4f1a\u4e5f\u4e0d\u4f1a\u6d88\u5931\uff0c\u53ea\u662f\u4f1a\u53d8\u5f97\u66f4\u82db\u523b\u3002\u6700\u597d\u4e0d\u8981\u53bb\u505a\u901a\u7528\u6a21\u578b\u5df2\u7ecf\u80fd\u5b8c\u6210 20% \u7684\u4e8b\u60c5\uff0c\u800c\u8981\u5bfb\u627e\u90a3\u4e9b\u6210\u529f\u7387\u4ecd\u63a5\u8fd1 0% \u6216 1% \u7684\u95ee\u9898\u3002\u90a3\u91cc\u53ef\u80fd\u85cf\u7740\u4e13\u6709\u6570\u636e\u3001\u4e13\u4e1a\u8bc4\u4ef7\u5668\u3001\u7a84\u9886\u57df\u6a21\u578b\uff0c\u6216\u5168\u65b0\u7684\u7cfb\u7edf\u62bd\u8c61\u3002<\/span><\/p>\n

\u5f53\u4ee3\u7801\u751f\u6210\u8d8a\u6765\u8d8a\u4fbf\u5b9c\uff0c\u771f\u6b63\u6602\u8d35\u7684\u4f1a\u662f\u95ee\u9898\u672c\u8eab\u3002<\/p>\n

\u4ec0\u4e48\u503c\u5f97\u505a\uff1f\u4ec0\u4e48\u7ea6\u675f\u5df2\u7ecf\u8fc7\u65f6\uff1f\u4ec0\u4e48\u53d8\u5316\u521a\u521a\u8de8\u8fc7\u4e34\u754c\u70b9\uff1f\u4ec0\u4e48\u7cfb\u7edf\u5982\u679c\u5feb 50 \u500d\uff0c\u4f1a\u53d8\u6210\u5b8c\u5168\u4e0d\u540c\u7684\u4ea7\u54c1\uff1f<\/p>\n

Jeff Dean \u6ca1\u6709\u4e3a 6000 \u540d\u521b\u4e1a\u8005\u7ed9\u51fa\u4e00\u4efd\u673a\u4f1a\u6e05\u5355\u3002\u4ed6\u7ed9\u7684\u662f\u4e00\u79cd\u66f4\u8010\u7528\u7684\u601d\u8003\u65b9\u5f0f\u3002<\/p>\n

\u522b\u6025\u7740\u8ffd\u9010\u6700\u70ed\u7684\u7b54\u6848\u3002<\/p>\n

\u5148\u628a\u95ee\u9898\u7b97\u4e00\u904d\u3002<\/p>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

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<\/div>\n","protected":false},"excerpt":{"rendered":"

\u4eca\u5929\u7684 Agent \u5de5\u7a0b\u4e5f\u53ef\u80fd\u5904\u5728\u7c7b\u4f3c\u9636\u6bb5\u3002\u5927\u91cf\u56e2\u961f\u4ecd\u5728\u4e3a\u6bcf\u4e2a\u4efb\u52a1\u624b\u5de5\u7f16\u6392\u63d0\u793a\u8bcd\u3001\u91cd\u8bd5\u903b\u8f91\u548c\u5de5\u5177\u8c03\u7528\u3002\u672a\u6765\uff0c\u662f […]<\/p>\n

<\/div>\n

<\/g><\/svg><\/i> \"Loading\"<\/p>\n

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