{"id":82449,"date":"2026-07-25T09:11:00","date_gmt":"2026-07-25T01:11:00","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/82449.html"},"modified":"2026-07-25T09:11:00","modified_gmt":"2026-07-25T01:11:00","slug":"%e4%b8%ba%e4%ba%86%e4%b8%80%e4%b8%aa%e5%8a%9f%e8%83%bd%ef%bc%8c%e9%9c%80%e8%a6%81%e5%86%8d%e9%80%a0%e4%b8%80%e4%b8%aagoogle%ef%bc%81jeff-dean%e6%9c%80%e6%96%b0%e5%af%b9%e8%af%9d","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/82449.html","title":{"rendered":"\u201c\u4e3a\u4e86\u4e00\u4e2a\u529f\u80fd\uff0c\u9700\u8981\u518d\u9020\u4e00\u4e2aGoogle\uff01\u201dJeff Dean\u6700\u65b0\u5bf9\u8bdd\uff1aTPU\u7684\u8bde\u751f\uff0c\u4e0e\u90a3\u4e9b\u5dee\u70b9\u628a\u670d\u52a1\u5668\u70e7\u4e86\u7684\u75af\u72c2\u5f80\u4e8b"},"content":{"rendered":"<p>\u63ed\u79d8\u90a3\u4e9b\u5199\u5728\u6559\u79d1\u4e66\u4e4b\u5916\u7684\u786c\u6838\u9ed1\u5386\u53f2\u4e0e\u5e95\u5c42\u903b\u8f91\u3002<\/p>\n<p style=\"text-align: left\">\u56fe\u6587 | Gemini AI 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011057-6a640d2120686.png\" \/><\/span><\/p>\n<p>\u5c31\u5728\u8fc7\u53bb\u7684\u8fd9\u5927\u534a\u5e74\u91cc&#xff0c;\u6574\u4e2a AI 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Google \u4e5f\u5728\u6ee1\u4e16\u754c\u5bfb\u627e\u98ce\u7535\u3001\u592a\u9633\u80fd\u548c\u5c0f\u578b\u6838\u53cd\u5e94\u5806&#xff1b;\u82f1\u4f1f\u8fbe\u7684\u65b0\u4e00\u4ee3\u67b6\u6784\u5e38\u5e38\u56e0\u4e3a\u53d1\u70ed\u548c\u5c01\u88c5\u4ea7\u80fd\u7275\u52a8\u7740\u6574\u4e2a\u534e\u5c14\u8857\u7684\u795e\u7ecf\u3002AI \u6b63\u5728\u731b\u70c8\u5730\u649e\u51fb\u7740\u771f\u5b9e\u4e16\u754c\u7684\u7269\u7406\u58c1\u5792\u3002<\/p>\n<p style=\"text-align: center\"><span title=\"\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011057-6a640d218cb66.png\" \/><\/span><\/p>\n<p>\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b&#xff0c;Jeff Dean \u548c Amin Vahdat \u5e76\u6ca1\u6709\u5728\u53f0\u4e0a\u5927\u8c08 AGI \u8fd8\u6709\u51e0\u5e74\u5230\u6765&#xff0c;\u4e5f\u6ca1\u6709\u515c\u552e\u865a\u65e0\u7f25\u7f08\u7684\u79d1\u5e7b\u6982\u5ff5\u3002\u4ed6\u4eec\u804a\u8d77\u7684\u662f 11 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\u81ea\u52a8\u751f\u6210\u65f6&#xff0c;\u4eba\u7c7b\u5de5\u7a0b\u5e08\u8fd9\u6700\u540e 1% \u7684\u4ef7\u503c&#xff0c;\u7a76\u7adf\u843d\u5728\u4e86\u54ea\u91cc&#xff1f;<\/p>\n<p style=\"text-align: center\"><span title=\"\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011058-6a640d220fcc7.png\" \/><\/span><\/p>\n<p>\u5728\u8fd9\u573a\u5bf9\u8c08\u4e2d&#xff0c;\u4f60\u4e0d\u4ec5\u80fd\u542c\u5230\u4e00\u6bb5\u5173\u4e8e Google \u7b97\u529b\u5e1d\u56fd\u662f\u5982\u4f55\u5728\u8bef\u89e3\u4e0e\u8bd5\u9519\u4e2d\u5d1b\u8d77\u7684\u6781\u5ba2\u79d8\u53f2&#xff0c;\u66f4\u80fd\u7aa5\u89c1\u5728\u672a\u6765\u5341\u5e74&#xff0c;\u652f\u6491\u8d77\u6574\u4e2a AI \u65f6\u4ee3\u7684\u94a2\u94c1\u9aa8\u67b6\u7a76\u7adf\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n<p>\u4ee5\u4e0b\u4e3a\u8fd9\u573a\u7cbe\u5f69\u5bf9\u8c08\u7684\u5b8c\u6574\u5b9e\u5f55&#xff1a;<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011058-6a640d22a29b4.png\" \/><\/p>\n<h3>\u201c\u6211\u4eec\u9700\u8981\u518d\u9020\u4e00\u4e2a Google\u201d&#xff1a;TPU \u7684\u75af\u72c2\u8d77\u70b9<\/h3>\n<p>David Rosenthal &amp; Ben Gilbert&#xff1a;\u6211\u4eec\u662f\u4eca\u5929\u7684\u4e3b\u6301\u4eba\u3002\u4eca\u5929\u6211\u4eec\u5c06\u5c55\u5f00\u4e00\u573a\u975e\u5e38\u7cbe\u5f69\u3001\u6709\u8da3\u7684\u5bf9\u8bdd\u3002\u300aAcquired\u300b\u662f\u6211\u4eec\u505a\u7684\u4e00\u6863\u8d85\u957f\u7bc7\u5e45\u7684\u64ad\u5ba2&#xff0c;\u4e13\u95e8\u8bb2\u8ff0\u79d1\u6280\u53ca\u5176\u4ed6\u516c\u53f8\u7684\u53d1\u5c55\u53f2\u3002\u53bb\u5e74&#xff0c;\u6211\u4eec\u505a\u4e86\u4e00\u4e2a\u7531\u4e09\u90e8\u5206\u7ec4\u6210\u3001\u957f\u8fbe 10 \u5230 12 \u5c0f\u65f6\u7684\u7cfb\u5217\u8282\u76ee&#xff0c;\u6df1\u6252\u4e86\u00a0Google\u00a0\u7684\u6574\u4e2a\u5386\u53f2\u2014\u2014\u4ece\u641c\u7d22\u5f15\u64ce\u7684\u8bde\u751f&#xff0c;\u4e00\u76f4\u8bb2\u5230\u6211\u4eec\u5f53\u4e0b\u6240\u5904\u7684 AI \u65f6\u4ee3\u3002\u6240\u4ee5&#xff0c;\u5f53\u00a0Google\u00a0\u6253\u6765\u7535\u8bdd\u95ee&#xff1a;\u201c\u563f&#xff0c;\u4f60\u4eec\u60f3\u4e0d\u60f3\u5728\u53f0\u4e0a\u91c7\u8bbf Amin \u548c Jeff&#xff1f;\u201d\u8fd9\u7b80\u76f4\u662f\u60f3\u90fd\u4e0d\u7528\u60f3\u7684\u597d\u4e8b\u3002\u4eca\u5929\u975e\u5e38\u6fc0\u52a8\u80fd\u5728\u8fd9\u91cc\u5bf9\u4ed6\u4eec\u8fdb\u884c\u91c7\u8bbf\u3002\u4e5f\u5f88\u9ad8\u5174\u80fd\u548c\u5927\u5bb6\u4e00\u8d77\u5206\u4eab\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u53f0\u4e0a\u7684\u8fd9\u4e9b\u82af\u7247\u786e\u5b9e\u5de7\u593a\u5929\u5de5\u3002\u5b83\u4eec\u771f\u7684\u5f88\u7f8e\u3002<\/p>\n<p style=\"text-align: center\"><span title=\"\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011058-6a640d22ad298.png\" \/><\/span><\/p>\n<p>David Rosenthal&#xff1a;\u53f3\u8fb9\u8fd9\u5757\u770b\u8d77\u6765\u6bd4\u5de6\u8fb9\u90a3\u5757\u7a0d\u5fae\u5927\u4e00\u70b9\u70b9\u3002\u662f\u8fd9\u6837\u5417&#xff1f;<\/p>\n<p>Amin Vahdat&#xff1a;\u5de6\u8fb9\u8fd9\u662f v8t&#xff0c;\u8fd9\u662f\u6211\u4eec\u7684\u8bad\u7ec3\u6027\u80fd\u602a\u517d&#xff1b;\u800c\u53f3\u8fb9\u8fd9\u5757\u662f v8i&#xff0c;\u5b83\u5728\u7269\u7406\u5c3a\u5bf8\u4e0a\u786e\u5b9e\u7a0d\u5fae\u5927\u4e00\u70b9&#xff0c;\u5b83\u7684\u5185\u90e8\u6784\u9020\u610f\u5473\u7740\u8fd9\u91cc\u8574\u542b\u4e86\u66f4\u5f3a\u7684\u7b97\u529b\u3002\u91cc\u9762\u6709\u66f4\u591a\u7684\u9759\u6001\u968f\u673a\u5b58\u53d6\u5b58\u50a8\u5668&#xff08;SRAM&#xff09;\u3002\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u80fd\u5b9e\u73b0\u8d85\u4f4e\u5ef6\u8fdf\u63a8\u7406\u7684\u90e8\u5206\u539f\u56e0\u3002\u6211\u4eec\u53ef\u4ee5\u628a\u50cf KV \u7f13\u5b58\u4e4b\u7c7b\u7684\u4e1c\u897f\u5168\u90fd\u5b58\u653e\u5728\u82af\u7247\u4e0a\u3002\u9ad8\u5e26\u5bbd\u5185\u5b58&#xff08;HBM&#xff09;\u548c SRAM \u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\u901f\u5ea6\u6781\u5feb\u3002<\/p>\n<p>\u8fd9\u4e00\u5757\u5219\u662f\u4e3a\u541e\u5410\u91cf\u800c\u751f\u7684&#xff0c;\u63d0\u4f9b\u89c4\u6a21\u5316\u7684\u539f\u59cb\u7b97\u529b&#xff0c;\u6bcf\u4e2a Pod \u6700\u591a\u53ef\u5bb9\u7eb3 9600 \u4e2a TPU\u3002\u7136\u540e\u901a\u8fc7\u6211\u4eec\u7684\u6570\u636e\u4e2d\u5fc3\u7f51\u7edc\u548c\u8f6f\u4ef6\u2014\u2014\u5176\u5b9e\u5982\u679c\u4f60\u542c\u4e86\u4eca\u5929\u65e9\u4e0a\u7684\u6f14\u8bb2\u5c31\u4f1a\u77e5\u9053\u2014\u2014\u5f97\u76ca\u4e8e Pathways \u548c JAX&#xff0c;\u4e00\u767e\u4e07\u5757\u82af\u7247\u53ef\u4ee5\u534f\u540c\u5de5\u4f5c\u3002<\/p>\n<p>Jeff \u5728\u8fd9\u4e24\u9879\u6280\u672f\u7684\u5f00\u53d1\u4e2d\u53d1\u6325\u4e86\u4e3e\u8db3\u8f7b\u91cd\u7684\u4f5c\u7528\u3002\u5b83\u4eec\u771f\u7684\u5c31\u50cf\u4e00\u53f0\u8ba1\u7b97\u673a\u5728\u8fd0\u8f6c\u3002\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u4f60\u53ea\u9700\u5199\u4e0b\u4e00\u6bb5\u4ee3\u7801&#xff0c;\u7f16\u8bd1\u5668\u548c\u8fd0\u884c\u65f6\u73af\u5883\u5c31\u4f1a\u81ea\u52a8\u5f04\u6e05\u695a&#xff0c;\u5982\u4f55\u5c06\u5b83\u5206\u914d\u5230\u591a\u8fbe\u4e00\u767e\u4e07\u4e2a TPU \u4e0a\u53bb\u6267\u884c\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u751a\u81f3\u53ea\u9700\u4e00\u4e2a Python \u8fdb\u7a0b\u5c31\u80fd\u9a71\u52a8\u8fd9\u6574\u4e2a\u5e9e\u7136\u5927\u7269\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u7edd\u5bf9\u662f\u6211\u542c\u8fc7\u201c\u6700 Google\u201d\u7684\u4e8b\u60c5\u4e86\u3002Jeff&#xff0c;\u6211\u4eec\u60f3\u5148\u95ee\u95ee\u4f60&#xff0c;1999 \u5e74\u4f60\u52a0\u5165\u90a3\u4e2a\u6ca1\u4eba\u770b\u597d\u7684\u5c0f\u578b\u521d\u521b\u641c\u7d22\u5f15\u64ce\u516c\u53f8\u65f6\u7684\u60c5\u666f\u2014\u2014\u4f60\u662f Google \u7684\u7b2c 30 \u53f7\u5458\u5de5\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u5f53\u65f6\u6211\u4eec\u5168\u90fd\u6324\u5728\u5e15\u6d1b\u963f\u5c14\u6258\u5e02\u4e2d\u5fc3\u4e00\u5bb6\u5e97\u94fa\u7684\u697c\u4e0a&#xff0c;\u90a3\u5730\u65b9\u73b0\u5728\u662f\u4e2a T-Mobile \u624b\u673a\u5e97\u3002\u73b0\u5728\u6bcf\u6b21\u8def\u8fc7\u90a3\u91cc\u611f\u89c9\u90fd\u5f88\u5947\u5999\u3002\u5b83\u73b0\u5728\u5c31\u662f\u4e2a\u5356\u624b\u673a\u7684\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u4f60\u5f53\u65f6\u6709\u60f3\u8fc7\u6709\u4e00\u5929\u81ea\u5df1\u4f1a\u8bbe\u8ba1\u6700\u524d\u6cbf\u7684\u7845\u82af\u7247\u5417&#xff1f;\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u5f53\u7136\u6ca1\u60f3\u8fc7&#xff0c;\u56e0\u4e3a\u6211\u538b\u6839\u6ca1\u6709\u8fd9\u65b9\u9762\u7684\u7ecf\u9a8c\u3002\u4f46\u6211\u8ba4\u4e3a&#xff0c;\u5c31\u6211\u4eec\u8981\u52aa\u529b\u5b9e\u73b0\u7684\u76ee\u6807\u800c\u8a00&#xff0c;Google\u00a0\u4e00\u76f4\u662f\u4e00\u5bb6\u96c4\u5fc3\u52c3\u52c3\u7684\u516c\u53f8\u3002\u6211\u559c\u6b22\u6211\u4eec\u90a3\u4e2a\u6c38\u6052\u7684\u4f7f\u547d&#xff1a;\u6574\u5408\u5168\u7403\u4fe1\u606f\u3002\u6211\u89c9\u5f97\u8fd9\u4ecd\u7136\u662f\u6211\u4eec\u6b63\u5728\u52aa\u529b\u505a\u7684\u4e8b\u60c5\u3002\u800c\u8fd9\u4e5f\u5e26\u6765\u4e86\u4e00\u7cfb\u5217\u591a\u5e74\u6765\u4ecd\u672a\u88ab\u5b8c\u5168\u89e3\u51b3\u7684\u3001\u975e\u5e38\u6709\u8da3\u7684\u7eaf\u6280\u672f\u6311\u6218\u3002\u00a0<\/p>\n<p>David Rosenthal&#xff1a;\u8bf4\u5230\u8fd9\u4e2a&#xff0c;\u6211\u4eec\u4eca\u5929\u60f3\u5148\u5e26\u5927\u5bb6\u56de\u5230\u5341\u591a\u5e74\u524d\u7684 2013 \u5e74&#xff0c;\u56de\u5230 TPU \u9879\u76ee\u7684\u8d77\u70b9&#xff0c;\u804a\u804a\u5f53\u65f6\u4f60\u548c\u00a0Google\u00a0\u9884\u89c1\u5230\u4e86\u600e\u6837\u5373\u5c06\u5230\u6765\u7684\u6280\u672f\u6311\u6218&#xff0c;\u4ece\u800c\u50ac\u751f\u4e86\u4f60\u4eec\u8981\u81ea\u5df1\u7814\u53d1\u82af\u7247\u8fd9\u4e2a\u75af\u72c2\u7684\u60f3\u6cd5\u3002\u4f60\u80fd\u5e26\u6211\u4eec\u56de\u5230\u90a3\u4e2a\u65f6\u523b\u5417&#xff1f;\u6574\u4e2a\u9879\u76ee\u662f\u600e\u4e48\u5f00\u59cb\u7684&#xff1f;\u90a3\u662f\u4e2a\u5f88\u68d2\u7684\u6545\u4e8b\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u5176\u5b9e\u6bd4\u90a3\u8fd8\u8981\u65e9\u4e00\u70b9&#xff0c;\u751a\u81f3\u5728\u00a02011 \u5e74\u548c 2012 \u5e74\u7684\u65f6\u5019&#xff0c;\u6211\u4eec\u5c31\u5f00\u59cb\u4f7f\u7528\u6d77\u91cf\u7684 CPU \u673a\u5668\u6765\u8bad\u7ec3\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u4e86\u3002\u56e0\u4e3a\u6211\u4eec\u53d1\u73b0&#xff0c;\u6bcf\u6b21\u53ea\u8981\u6211\u4eec\u6269\u5927\u8bad\u7ec3\u6a21\u578b\u7684\u89c4\u6a21&#xff0c;\u7528\u66f4\u591a\u7684\u6570\u636e\u53bb\u5582\u5b83\u2014\u2014\u6211\u4eec\u5f53\u65f6\u6709\u53e5\u53e3\u5934\u7985&#xff1a;\u201c\u6a21\u578b\u8d8a\u5927&#xff0c;\u6570\u636e\u8d8a\u591a&#xff0c;\u6548\u679c\u8d8a\u597d\u201d\u3002\u8fd9\u5728\u6211\u4eec\u5c1d\u8bd5\u8fc7\u7684\u8bb8\u591a\u95ee\u9898\u4e2d\u90fd\u5f97\u5230\u4e86\u5370\u8bc1&#xff0c;\u65e0\u8bba\u662f\u8bed\u97f3\u8bc6\u522b\u9886\u57df&#xff0c;\u8fd8\u662f\u5404\u79cd\u4e0d\u540c\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1&#xff0c;\u4ee5\u53ca\u5728 2012 \u5e74\u30012013 \u5e74\u521d\u7684\u8bed\u8a00\u548c\u7ffb\u8bd1\u4efb\u52a1\u4e2d&#xff0c;\u90fd\u662f\u5982\u6b64\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u800c\u8fd9\u540e\u6765\u5c31\u88ab\u5927\u5bb6\u901a\u4fd7\u5730\u79f0\u4e3a\u201c\u7f29\u653e\u5b9a\u5f8b\u201d&#xff08;Scaling Laws&#xff09;\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u4eec\u5f53\u65f6\u5176\u5b9e\u5e76\u6ca1\u6709\u5bf9\u5b83\u8fdb\u884c\u8fc7\u4ec0\u4e48\u6b63\u5f0f\u7684\u5b9a\u4e49\u3002\u5927\u5bb6\u53ea\u662f\u5728\u8336\u6c34\u95f4\u91cc\u95f2\u804a&#xff1a;\u201c\u54e6&#xff0c;\u6211\u4eec\u628a\u6a21\u578b\u505a\u5927\u4e86\u4e00\u500d&#xff0c;\u6548\u679c\u66f4\u597d\u4e86\u201d&#xff0c;\u8bf8\u5982\u6b64\u7c7b\u7684\u8bdd\u3002\u4f46\u8fd9\u786e\u5b9e\u662f\u6211\u4eec\u5728 2012 \u5e74\u548c 2013 \u5e74\u521d&#xff0c;\u5728\u89c4\u6a21\u8d8a\u6765\u8d8a\u5927\u7684\u5b9e\u9a8c\u4e2d\u5b9e\u5b9e\u5728\u5728\u770b\u5230\u7684\u7ed3\u679c\u3002\u00a0<\/p>\n<p>\u6240\u4ee5&#xff0c;\u7279\u522b\u662f\u5728\u8bed\u97f3\u8bc6\u522b\u65b9\u9762&#xff0c;\u6211\u4eec\u5728\u8fc7\u53bb\u51e0\u4e2a\u6708\u91cc\u901a\u8fc7\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b&#xff0c;\u4f7f\u5f97\u8bcd\u9519\u7387\u4e0b\u964d\u7684\u5e45\u5ea6&#xff0c;\u7adf\u7136\u62b5\u5f97\u4e0a\u8fc7\u53bb 20 \u5e74\u8bed\u97f3\u8bc6\u522b\u7814\u7a76\u53d6\u5f97\u7684\u8fdb\u6b65\u603b\u548c\u3002\u5728\u90a3\u4e2a\u65f6\u5019&#xff0c;\u73b0\u6709\u7684\u8bed\u97f3\u7cfb\u7edf\u6548\u679c\u8fd8\u4e0d\u591f\u597d&#xff0c;\u65e0\u6cd5\u8ba9\u4eba\u771f\u6b63\u613f\u610f\u53bb\u7528&#xff0c;\u56e0\u4e3a\u5927\u6982\u6bcf\u8bf4\u4e94\u4e2a\u8bcd\u5c31\u4f1a\u9519\u4e00\u4e2a\u3002\u60f3\u8c61\u4e00\u4e0b&#xff0c;\u4f60\u53e3\u8ff0\u4e86\u4e00\u6bb5\u8bdd&#xff0c;\u7136\u540e\u8fd8\u5f97\u56de\u8fc7\u5934\u53bb\u4fee\u6539\u6bcf\u4e94\u4e2a\u8bcd\u91cc\u7684\u4e00\u4e2a\u9519\u8bef&#xff0c;\u8fd9\u592a\u8ba9\u4eba\u6293\u72c2\u4e86\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u800c\u4e14\u90a3\u65f6\u5019\u6211\u4eec\u5df2\u7ecf\u8fdb\u5165\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\u4e94\u5e74\u4e86\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u5c24\u5176\u662f\u5f53\u65f6\u7684\u624b\u673a\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\u5728\u672c\u5730\u8fd0\u884c\u8bed\u97f3\u8bc6\u522b\u3002\u6240\u4ee5\u4f60\u53ea\u80fd\u628a\u97f3\u9891\u53d1\u9001\u5230\u4e91\u7aef&#xff0c;\u5728\u4e91\u7aef\u8fdb\u884c\u8bc6\u522b\u3002\u4f46\u5982\u679c\u6211\u4eec\u80fd\u628a\u9519\u8bef\u7387\u964d\u4f4e\u4e00\u534a&#xff0c;\u663e\u7136\u4eba\u4eec\u5c31\u4f1a\u5f00\u59cb\u66f4\u9891\u7e41\u5730\u4f7f\u7528\u5b83\u3002\u00a0<\/p>\n<p>\u4e8e\u662f\u6211\u5c31\u505a\u4e86\u4e00\u4e2a\u601d\u7ef4\u5b9e\u9a8c\u2014\u2014\u901a\u5e38\u5927\u5bb6\u4f1a\u8bf4\u662f\u201c\u4fe1\u5c01\u80cc\u9762\u7684\u7c97\u7565\u8ba1\u7b97\u201d&#xff0c;\u6216\u8005\u662f\u201c\u5e7b\u706f\u7247\u80cc\u9762\u7684\u63a8\u6f14\u201d\u2014\u2014\u6211\u5f53\u65f6\u60f3&#xff1a;\u201c\u597d\u5427&#xff0c;\u5047\u8bbe\u6709 1 \u4ebf\u4eba\u6bcf\u5929\u5f00\u59cb\u5bf9\u7740\u624b\u673a\u8bf4\u4e0a 3 \u5206\u949f\u7684\u8bdd\u3002\u4e3a\u4e86\u63a8\u51fa\u6211\u4eec\u60f3\u8981\u7684\u6700\u4f18\u8d28\u6a21\u578b&#xff0c;\u6211\u4eec\u9700\u8981\u591a\u5c11\u7b97\u529b&#xff1f;\u201d<\/p>\n<p>\u7ed3\u679c\u7b97\u51fa\u6765&#xff0c;\u4e3a\u4e86\u4e0a\u7ebf\u8fd9\u4e2a\u65b0\u7684\u8bed\u97f3\u8bc6\u522b\u529f\u80fd&#xff0c;\u6211\u4eec\u9700\u8981\u6bd4\u00a0Google\u00a0\u5f53\u65f6\u62e5\u6709\u7684\u8ba1\u7b97\u673a\u603b\u6570\u8fd8\u8981\u591a\u51fa\u4e00\u500d\u4ee5\u4e0a\u7684\u673a\u5668\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u4e3a\u4e86\u4e00\u4e2a\u529f\u80fd\u6295\u5165\u8fd9\u4e48\u591a&#xff0c;\u542c\u8d77\u6765\u4ee3\u4ef7\u592a\u5927\u4e86\u3002\u4f60\u7b49\u4e8e\u662f\u9700\u8981\u628a\u00a0Google\u00a0\u7684\u6574\u4e2a\u57fa\u7840\u8bbe\u65bd\u518d\u590d\u5236\u4e00\u904d\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6240\u4ee5\u6211\u5f53\u65f6\u6320\u4e86\u6320\u5934\u3002\u5fc3\u60f3&#xff1a;\u201c\u8fd9\u542c\u8d77\u6765\u4e0d\u592a\u5999\u554a\u3002\u201d<\/p>\n<p>\u4f46\u540e\u6765\u6211\u4eec\u53d1\u73b0&#xff0c;\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\u6709\u4e00\u4e2a\u6781\u5176\u4e0d\u53ef\u601d\u8bae\u7684\u7279\u6027&#xff0c;\u90a3\u5c31\u662f\u5b83\u5bf9\u964d\u4f4e\u7cbe\u5ea6\u6709\u7740\u6781\u9ad8\u7684\u5bb9\u5fcd\u5ea6\u3002\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u5806\u7ebf\u6027\u4ee3\u6570\u7684\u57fa\u672c\u8fd0\u7b97\u3001\u77e9\u9635\u4e58\u6cd5\u3001\u5411\u91cf\u8fd0\u7b97&#xff0c;\u4e3a\u4e86\u4e0d\u540c\u7684\u6a21\u578b\u4ee5\u4e0d\u540c\u7684\u65b9\u5f0f\u4e32\u8054\u5728\u4e00\u8d77\u3002\u00a0<\/p>\n<p>\u56e0\u6b64&#xff0c;\u5982\u679c\u4f60\u80fd\u9020\u51fa\u4e00\u5757\u82af\u7247&#xff0c;\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u53f0\u6027\u80fd\u6781\u5176\u5f3a\u608d\u7684\u4f4e\u7cbe\u5ea6\u7ebf\u6027\u4ee3\u6570\u8fd0\u7b97\u673a\u2014\u2014\u4e5f\u5c31\u662f\u540e\u6765\u7684\u00a0TPU\u2014\u2014\u90a3\u4f60\u5c31\u6709\u5e0c\u671b\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6211\u4eec\u5728 2017 \u5e74\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8e\u00a0TPU v1\u00a0\u7684\u8bba\u6587&#xff0c;\u5b83\u7684\u8bde\u751f\u6b63\u662f\u6e90\u4e8e\u90a3\u4e2a\u201c\u5e7b\u706f\u7247\u80cc\u9762\u7684\u63a8\u6f14\u201d&#xff0c;\u8bba\u6587\u663e\u793a\u5b83\u7684\u6548\u7387\u662f\u5f53\u65f6 CPU \u548c GPU \u7684 30 \u5230 80 \u500d&#xff0c;\u5ef6\u8fdf\u5219\u964d\u4f4e\u4e86 15 \u5230 30 \u500d\u3002\u8fd9\u5c31\u662f TPU \u6700\u521d\u7684\u6545\u4e8b\u3002\u00a0<\/p>\n<p>David Rosenthal&#xff1a;\u6240\u4ee5\u5f53\u65f6\u7684\u903b\u8f91\u5c31\u662f&#xff0c;\u5982\u679c\u8981\u641e\u8bed\u97f3\u8f6c\u6587\u5b57\u8fd9\u7c7b\u4e1c\u897f&#xff0c;\u5c31\u9700\u8981\u4e00\u4e2a ASIC&#xff08;\u4e13\u7528\u96c6\u6210\u7535\u8def&#xff09;&#xff0c;\u4e5f\u5c31\u662f\u4e00\u5757\u4e13\u95e8\u4e3a\u5904\u7406\u8fd9\u7c7b\u8fd0\u7b97\u800c\u5b9a\u5236\u7684\u7845\u82af\u7247\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u5728\u8bbe\u8ba1\u8fc7\u7a0b\u4e2d&#xff0c;\u6211\u4eec\u5176\u5b9e\u8bd5\u56fe\u89e3\u51b3\u51e0\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u95ee\u9898\u3002\u6211\u4eec\u6709\u8bed\u97f3\u8bc6\u522b&#xff0c;\u5b83\u5bf9\u5e94\u4e00\u79cd\u7279\u5b9a\u7c7b\u522b\u7684\u6a21\u578b\u3002\u6211\u4eec\u8fd8\u6709\u7528\u4e8e\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\u7684\u591a\u79cd\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002\u7136\u540e\u5728\u6700\u540e\u4e00\u523b&#xff0c;\u6211\u4eec\u5f00\u59cb\u89c9\u5f97&#xff1a;\u201c\u54e6&#xff0c;\u8fd9\u4e9b LSTM&#xff08;\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc&#xff09;\u7684\u4e1c\u897f\u633a\u6709\u610f\u601d\u7684\u3002\u54ea\u6015\u6211\u4eec\u5df2\u7ecf\u5f00\u59cb\u8bbe\u8ba1\u82af\u7247\u4e86&#xff0c;\u8fd8\u662f\u7ed9\u5b83\u4eec\u52a0\u70b9\u989d\u5916\u7684\u652f\u6301\u5427\u3002\u201d<\/p>\n<p>\u6b63\u662f\u56e0\u4e3a\u8fd9\u6837&#xff0c;\u6211\u4eec\u540e\u6765\u624d\u80fd\u652f\u6301\u00a0Google\u00a0\u7ffb\u8bd1\u4ee5\u53ca\u5176\u4ed6\u4e00\u5806\u7c7b\u4f3c LSTM \u7684\u5e94\u7528\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;LSTM \u6b63\u662f Transformer \u67b6\u6784\u7684\u524d\u8eab\u3002\u00a0<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d23168f3.png\" \/><\/p>\n<h3>\u201c\u7b2c\u4e00\u4ee3\u4ea7\u54c1\u76f4\u63a5\u70e7\u4e86\u201d&#xff1a;\u88ab\u7fa4\u5632\u540e&#xff0c;\u81ea\u7814\u786c\u4ef6\u7684\u8840\u6cea\u53f2<\/h3>\n<p>David Rosenthal&#xff1a;\u5927\u591a\u6570\u516c\u53f8\u5728\u8fd9\u4e2a\u65f6\u5019\u9762\u4e34\u8fd9\u79cd\u95ee\u9898&#xff0c;\u54ea\u6015\u662f\u8d44\u6e90\u96c4\u539a\u7684\u5176\u4ed6\u5927\u578b\u79d1\u6280\u516c\u53f8&#xff0c;\u4f30\u8ba1\u90fd\u4f1a\u8dd1\u53bb\u627e&#xff0c;\u6bd4\u5982\u82f1\u7279\u5c14\u3001\u535a\u901a\u6216\u8005\u82f1\u4f1f\u8fbe&#xff0c;\u7136\u540e\u8bf4&#xff1a;\u201c\u563f&#xff0c;\u7ed9\u6211\u9020\u5757\u82af\u7247\u5427\u3002\u201d<\/p>\n<p>\u4f46\u00a0Google\u00a0\u5e76\u6ca1\u6709\u8fd9\u4e48\u505a\u3002 \u4e3a\u4ec0\u4e48&#xff1f;<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u6765\u8bb2\u4e2a\u6545\u4e8b\u5427\u3002\u8fd9\u53ef\u80fd\u7b97\u662f\u4e2a\u574a\u95f4\u4f20\u95fb\u2014\u2014\u56e0\u4e3a\u90a3\u662f\u5728\u6211\u52a0\u5165\u00a0Google\u00a0\u4e4b\u524d\u7684\u4e8b\u4e86\u3002\u4e5f\u8bb8 Jeff \u53ef\u4ee5\u5e2e\u6211\u8bc1\u5b9e\u4e00\u4e0b\u3002<\/p>\n<p>\u5728\u65e9\u671f&#xff0c;\u6211\u4eec\u610f\u8bc6\u5230&#xff0c;\u4e3a\u4e86\u652f\u6301\u00a0Jeff\u00a0\u548c\u5176\u4ed6\u4eba\u5728\u00a0Google\u00a0\u65e9\u671f\u6784\u5efa\u7684\u4e00\u4e9b\u7cfb\u7edf&#xff0c;\u6bd4\u5982 MapReduce\u3001Google\u00a0\u6587\u4ef6\u7cfb\u7edf&#xff08;GFS&#xff09;\u7b49\u7b49&#xff0c;\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u62e5\u67091\u4e07\u4e2a\u7aef\u53e3\u3001\u6bcf\u79d2 1GB \u5e26\u5bbd\u2014\u2014\u8fd9\u5728 2003 \u5e74\u53ef\u662f\u4e2a\u5929\u6587\u6570\u5b57\u2014\u2014\u7684\u65e0\u963b\u585e\u4ee5\u592a\u7f51\u4ea4\u6362\u673a\u3002\u800c\u8fd9\u5c31\u662f\u6211\u4eec\u60f3\u8981\u7684\u3002\u6240\u4ee5\u6211\u4eec\u5f53\u65f6\u771f\u7684\u53d1\u5e03\u4e86\u4e00\u4e2a\u2014\u2014\u00a0<\/p>\n<p>David Rosenthal&#xff1a;\u800c\u8fd9\u4e1c\u897f\u5f53\u65f6\u6839\u672c\u4e0d\u5b58\u5728\u3002\u5f88\u96be\u60f3\u8c61\u4e00\u4e2a\u8bbe\u5907\u4e0a\u67091\u4e07\u4e2a\u7aef\u53e3\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u4e0d\u7ba1\u522b\u4eba\u600e\u4e48\u60f3&#xff0c;\u53cd\u6b63\u8fd9\u5c31\u662f\u6211\u4eec\u60f3\u8981\u7684\u3002\u5728\u90a3\u4e2a\u5e74\u4ee3&#xff0c;\u4e3b\u6d41\u5e26\u5bbd\u8fd8\u662f\u6bcf\u79d2 100 \u5146&#xff0c;\u80fd\u6709 32 \u4e2a\u7aef\u53e3\u5de6\u53f3\u4f60\u5c31\u8c22\u5929\u8c22\u5730\u4e86\u3002\u6240\u4ee5\u6211\u4eec\u5b9e\u9645\u4e0a\u53d1\u4e86\u4e00\u4efd RFQ&#xff08;\u62a5\u4ef7\u8bf7\u6c42&#xff09;&#xff0c;\u628a\u5b83\u53d1\u4e86\u51fa\u53bb&#xff0c;\u7ed3\u679c\u6240\u6709\u7684\u7f51\u7edc\u516c\u53f8\u2026\u2026\u6bcf\u4e2a\u4eba\u90fd\u5728\u5632\u7b11\u6211\u4eec\u3002<\/p>\n<p>\u6bcf\u4e00\u5bb6\u90fd\u8bf4&#xff1a;\u201c\u8fd9\u7b80\u76f4\u662f\u4e2a\u7b11\u8bdd\u3002\u4f60\u4eec\u505a\u4e0d\u5230\u7684\u30021 \u4e07\u4e2a\u7aef\u53e3&#xff0c;\u7edd\u4e0d\u53ef\u80fd\u3002\u8fd9\u5c31\u662f\u4f60\u4eec\u5f02\u60f3\u5929\u5f00\u3002\u201d<\/p>\n<p>\u6240\u4ee5&#xff0c;Google\u00a0\u4e00\u5982\u65e2\u5f80\u5730\u5c55\u73b0\u4e86\u5b83\u7684\u6781\u5ba2\u672c\u8272&#xff0c;\u8bf4&#xff1a;\u201c\u90a3\u6211\u4eec\u5c31\u81ea\u5df1\u641e\u3002\u7f51\u7edc\u561b&#xff0c;\u80fd\u6709\u591a\u96be&#xff1f;\u201d \u4e8e\u662f\u6211\u4eec\u6253\u9020\u4e86\u7b2c\u4e00\u4e2a\u7cfb\u7edf&#xff0c;\u800c\u4e14\u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u628a\u5b83\u505a\u6210\u4e86\u4e00\u5f20\u00a0PCI \u6269\u5c55\u5361&#xff0c;\u56e0\u4e3a\u6211\u4eec\u89c9\u5f97\u4f20\u7edf\u7684\u7f51\u7edc\u76d2\u5b50\u6ca1\u4ec0\u4e48\u610f\u4e49\u3002\u6211\u4eec\u61c2\u670d\u52a1\u5668\u3002\u6211\u4eec\u8981\u9020\u4e00\u5f20 PCI \u5361&#xff0c;\u7136\u540e\u628a\u5b83\u63d2\u8fdb\u670d\u52a1\u5668\u91cc\u3002<\/p>\n<p>\u7ed3\u679c\u7b2c\u4e00\u4ee3\u4ea7\u54c1\u76f4\u63a5\u8d77\u706b\u4e86\u3002\u4e8b\u5b9e\u8bc1\u660e&#xff0c;\u641e\u786c\u4ef6\u786e\u5b9e\u5f88\u96be\u3002\u5b83\u5931\u8d25\u4e86\u3002\u00a0<\/p>\n<p>\u4f46\u662f\u4e0d&#xff0c;\u6211\u4eec\u6ca1\u6709\u653e\u5f03\u3002\u6211\u4eec\u9020\u4e86\u7b2c\u4e8c\u4ee3\u3002\u7b2c\u4e8c\u4ee3\u5b9e\u9645\u4e0a\u6295\u5165\u4e86\u751f\u4ea7\u3002\u6211\u60f3\u73b0\u5728\u6211\u53ef\u4ee5\u5766\u767d\u8bf4&#xff0c;\u5b83\u5e76\u4e0d\u600e\u4e48\u597d\u7528\u3002\u5b9e\u9645\u4e0a\u5927\u5bb6\u90fd\u5f88\u8ba8\u538c\u5b83\u3002\u4ed6\u4eec\u867d\u7136\u5728\u7528&#xff0c;\u4f46\u90fd\u60f3\u5c3d\u91cf\u907f\u5f00\u90a3\u4e9b\u63d2\u4e86\u8fd9\u5361\u7684\u670d\u52a1\u5668\u3002<\/p>\n<p>\u7b2c\u4e09\u4ee3\u4ea7\u54c1\u5c31\u662f\u90a3\u4e2a\u65e0\u963b\u585e\u7684\u3001\u5f53\u65f6\u5df2\u7ecf\u8fbe\u5230\u6bcf\u79d2 10GB \u5e26\u5bbd\u3001\u62e5\u6709 1 \u4e07\u4e2a\u7aef\u53e3\u7684\u4ea4\u6362\u673a\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u5355\u72ec\u7684\u76d2\u5b50\u3002\u5b83\u662f\u6570\u767e\u4e2a\u76d2\u5b50\u6392\u5217\u6210\u4e00\u79cd\u53eb\u505a Clos 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TPU \u7f51\u7edc&#xff0c;\u5b83\u6b63\u662f\u7b2c\u4e09\u6b21\u8fed\u4ee3\u5728\u903b\u8f91\u4e0a\u7684\u5ef6\u7eed\u3002\u00a0<\/p>\n<p>\u800c\u6211\u6709\u5e78\u5728 2010 \u5e74\u628a\u5f00\u53d1\u7b2c\u56db\u4ee3\u7248\u672c\u4f5c\u4e3a\u6211\u5728\u00a0Google\u00a0\u7684\u65b0\u4eba\u9879\u76ee\u3002\u6240\u4ee5\u6211\u4eec\u613f\u610f\u53bb\u5c1d\u8bd5\u2014\u2014\u6211\u4e0d\u7528\u53bb\u5904\u7406\u90a3\u573a\u5927\u706b&#xff0c;\u4f46\u6211\u4eab\u53d7\u4e86\u90a3\u573a\u5927\u706b\u5e26\u6765\u7684\u7ea2\u5229\u3002\u4f46\u6211\u8ba4\u4e3a\u8fd9\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u662f\u76f8\u4f3c\u7684&#xff0c;\u56e0\u4e3a\u5982\u679c\u4f60\u56de\u5230 2003 \u5e74&#xff0c;\u4f60\u95ee&#xff1a;\u201c\u5236\u9020\u52a0\u901f\u5668\u7684\u4f20\u7edf\u667a\u6167\u662f\u4ec0\u4e48&#xff1f;\u201d<\/p>\n<p>\u7b54\u6848\u662f&#xff0c;\u4e0d&#xff0c;\u4f60\u4e0d\u8981\u53bb\u9020\u52a0\u901f\u5668\u3002\u4f60\u4e0d\u8981\u4e3a\u5355\u4e2a\u5de5\u4f5c\u8d1f\u8f7d\u53bb\u5236\u9020 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Dean&#xff1a;\u800c\u4e14\u540c\u6837\u662f\u5229\u7528\u4e86\u964d\u4f4e\u7cbe\u5ea6\u7684\u7279\u6027&#xff0c;\u8fd9\u610f\u4e49\u91cd\u5927\u3002<\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b&#xff1a;\u628a\u4e00\u4e2a\u5e26\u6709\u516d\u4f4d\u5c0f\u6570\u7684\u5206\u6570\u4e58\u4ee5\u53e6\u4e00\u4e2a\u5e26\u6709\u516d\u4f4d\u5c0f\u6570\u7684\u6570\u5b57\u3002\u8fd9\u5bf9\u4f60\u6765\u8bf4\u8d85\u7ea7\u96be&#xff0c;\u5bf9\u5427&#xff1f;\u55ef&#xff0c;\u8fd9\u5bf9\u8ba1\u7b97\u673a\u6765\u8bf4\u4e5f\u8d85\u7ea7\u96be\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u5982\u679c\u4f60\u80fd\u628a\u76f8\u4e58\u7684\u6570\u5b57\u4ece\u5c0f\u6570\u70b9\u540e\u516d\u4f4d\u51cf\u5c11\u5230\u53ea\u6709\u4e00\u4f4d&#xff0c;\u4f60\u5c31\u80fd\u7528\u66f4\u7b80\u5355\u7684\u4e58\u6cd5\u5668\u5355\u5143\u53bb\u8ba1\u7b97\u591a\u5f97\u591a\u7684\u6570\u5b57&#xff0c;\u5e76\u4e14\u80fd\u591f\u5e76\u884c\u5904\u7406\u66f4\u591a\u8fd0\u7b97\u3002<\/p>\n<p>\u4ece\u672c\u8d28\u4e0a\u8bb2&#xff0c;\u4f60\u53ef\u4ee5\u5728\u76f8\u540c\u9762\u79ef\u7684\u82af\u7247\u91cc\u585e\u8fdb\u66f4\u591a\u7684\u4e58\u6cd5\u5668&#xff0c;\u8fd9\u4e0d\u4ec5\u80fd\u7ed9\u4f60\u5e26\u6765\u5927\u5f97\u591a\u7684\u541e\u5410\u91cf&#xff0c;\u8fd8\u80fd\u5927\u5e45\u964d\u4f4e\u5ef6\u8fdf&#xff0c;\u5e76\u4e14\u5728\u8ba1\u7b97\u7ed3\u679c\u65f6&#xff0c;\u51cf\u5c11\u4e86\u4f60\u9700\u8981\u4ece\u5185\u5b58\u4e2d\u8bfb\u53d6\u548c\u5199\u56de\u7684\u6570\u636e\u91cf\u3002\u6240\u4ee5&#xff0c;\u5bf9\u4e8e\u6df1\u5ea6\u5b66\u4e60\u548c\u8ba1\u7b97\u673a\u67b6\u6784\u5e08\u6765\u8bf4&#xff0c;\u8fd9\u7b80\u76f4\u5c31\u662f\u7edd\u914d\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u63cf\u8ff0\u8fd9\u4e8b\u513f\u7684\u65b9\u5f0f\u662f&#xff0c;\u5982\u679c\u4f60\u56de\u60f3\u4e00\u4e0b\u9ad8\u4e2d\u7269\u7406&#xff0c;\u6216\u8005\u5927\u5b66\u7269\u7406\u8bfe&#xff0c;\u5f53\u6559\u6388\u6216\u8001\u5e08\u5728\u9ed1\u677f\u4e0a\u89e3\u9898\u65f6&#xff0c;\u4ed6\u4eec\u4f1a\u63a8\u5bfc\u51fa\u5404\u79cd\u5404\u6837\u7684\u8fd1\u4f3c\u503c\u3002\u8fd9\u66fe\u7ecf\u5feb\u628a\u6211\u903c\u75af\u4e86&#xff0c;\u56e0\u4e3a\u6211\u662f\u4e2a\u5f7b\u5934\u5f7b\u5c3e\u7684\u201c\u7cbe\u5ea6\u63a7\u201d&#xff0c;\u4f46\u6559\u6388\u4f1a\u8bf4&#xff1a;\u201c3\u03c0&#xff0c;\u6211\u4eec\u5c31\u628a\u5b83\u5f53\u6210 10 \u5427\u3002\u201d \u7136\u540e\u8fd9\u4e9b\u6570\u5b57\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d&#xff0c;\u504f\u5927\u548c\u504f\u5c0f\u7684\u8bef\u5dee\u5c31\u4f1a\u76f8\u4e92\u62b5\u6d88\u3002\u6700\u540e&#xff0c;\u4ed6\u6216\u8005\u5979\u5c31\u4f1a\u5f97\u51fa\u4e00\u4e2a\u4e0e\u771f\u5b9e\u7b54\u6848\u60ca\u4eba\u63a5\u8fd1\u7684\u7ed3\u679c&#xff0c;\u800c\u8fd9\u4e00\u5207\u4ec5\u4ec5\u662f\u901a\u8fc7\u4e00\u8def\u8fd1\u4f3c\u7b97\u51fa\u6765\u7684\u3002<\/p>\n<p>\u6240\u4ee5&#xff0c;\u5f53\u4f60\u80fd\u5728\u8111\u5b50\u91cc\u5b8c\u6210\u8ba1\u7b97&#xff0c;\u5e76\u4e14\u53ea\u7528\u5927\u6982\u767e\u5206\u4e4b\u4e00\u7684\u529b\u6c14\u5c31\u80fd\u5f97\u5230\u51e0\u4e4e\u4e00\u6837\u7684\u7b54\u6848\u65f6&#xff0c;\u964d\u4f4e\u7cbe\u5ea6\u5c31\u662f\u4ef6\u597d\u4e8b\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u4f46\u8fd9\u4f3c\u4e4e\u4f1a\u5e26\u6765\u4e00\u79cd\u6743\u8861&#xff0c;\u5b83\u4f1a\u5f71\u54cd\u4e0b\u6e38\u7684\u6a21\u578b\u8bad\u7ec3&#xff0c;\u6bd4\u5982\u6709\u4eba\u4f1a\u8bf4&#xff1a;\u201c\u563f&#xff0c;\u6211\u4eec\u6765\u505a\u4e00\u4e2a\u4f7f\u7528\u9ad8\u7cbe\u5ea6\u7684\u4f18\u79c0\u6a21\u578b\u5427\u3002\u201d\u6211\u603b\u662f\u89c9\u5f97\u975e\u5e38\u4e0d\u53ef\u601d\u8bae&#xff0c;\u6211\u4eec\u4eca\u5929\u62e5\u6709\u7684\u8fd9\u4e9b\u4ee4\u4eba\u60ca\u53f9\u7684\u524d\u6cbf\u6a21\u578b&#xff0c;\u7adf\u7136\u90fd\u662f\u5728\u7cbe\u5ea6\u5c3d\u53ef\u80fd\u6700\u4f4e\u7684\u786c\u4ef6\u4e0a\u8bad\u7ec3\u51fa\u6765\u7684\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u4e00\u79cd\u7406\u89e3\u65b9\u5f0f\u662f&#xff0c;\u4f60\u5728\u6a21\u578b\u4e2d\u6709\u4e00\u5806\u4e0d\u540c\u7684\u6743\u91cd&#xff0c;\u5bf9\u5427&#xff1f;\u5982\u679c\u4f60\u964d\u4f4e\u8fd9\u4e9b\u6743\u91cd\u7684\u7cbe\u5ea6&#xff0c;\u5982\u679c\u53ea\u964d\u4e00\u70b9\u70b9&#xff0c;\u5f71\u54cd\u5e76\u4e0d\u5927\u3002\u5982\u679c\u4f60\u964d\u5f97\u5f88\u591a&#xff0c;\u90a3\u4f60\u786e\u5b9e\u4f1a\u635f\u5931\u4e00\u4e9b\u6a21\u578b\u8d28\u91cf&#xff0c;\u4f46\u4f60\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0&#xff0c;\u6bd4\u5982\u8bf4 20% \u7684\u6743\u91cd\u6765\u5f25\u8865\u8fd9\u4e9b\u8d28\u91cf\u635f\u5931&#xff0c;\u54ea\u6015\u4f60\u628a\u7cbe\u5ea6\u7684\u4f4d\u6570\u780d\u6389\u4e86\u4e00\u534a\u3002\u6240\u4ee5\u4f60\u5c31\u77e5\u9053\u8fd9\u662f\u4e00\u7b14\u5212\u7b97\u7684\u4e70\u5356&#xff0c;\u56e0\u4e3a\u5b83\u8ba9\u4f60\u7684\u6a21\u578b\u5728\u53c2\u6570\u6570\u91cf\u4e0a\u7a0d\u5fae\u53d8\u5927\u4e86\u4e00\u70b9&#xff0c;\u4f46\u5728\u4f60\u9700\u8981\u5904\u7406\u7684\u6bd4\u7279\u6570\u4e0a\u5374\u53d8\u5c0f\u4e86\u5f88\u591a\u3002\u00a0<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d2320b9f.png\" \/><\/p>\n<h3>\u201cYouTube\u91cc\u5168\u662f\u732b\u201d&#xff1a; Scaling Law \u7684\u86ee\u8352\u65f6\u4ee3<\/h3>\n<p>David Rosenthal&#xff1a;\u4f60\u4eec Google \u5982\u4eca\u62e5\u6709\u4e00\u4e2a\u5904\u4e8e\u884c\u4e1a\u524d\u6cbf\u7684\u7845\u52a0\u901f\u5668\u4e1a\u52a1&#xff0c;\u5982\u679c\u4f60\u613f\u610f\u7684\u8bdd&#xff0c;\u53ef\u4ee5\u79f0\u4e4b\u4e3a\u201c\u57fa\u5efa\u4e1a\u52a1\u201d\u3002\u4f60\u4eec\u5236\u9020 TPU\u3002\u8fd9\u4e48\u8bf4\u5f88\u8d34\u5207\u3002\u800c\u4e14\u5b83\u4e0e\u4e00\u4e2a\u524d\u6cbf\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u7ed3\u5408\u5728\u4e00\u8d77&#xff0c;\u5168\u90fd\u5728\u540c\u4e00\u4e2a\u5c4b\u6a90\u4e0b\u3002\u8fd9\u79cd\u7d27\u5bc6\u7684\u5408\u4f5c\u662f\u4ece\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u7684&#xff1f;\u663e\u7136&#xff0c;\u5728 TPU \u521a\u8d77\u6b65\u65f6&#xff0c;\u4eca\u5929\u6982\u5ff5\u4e2d\u7684\u8fd9\u79cd\u201c\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u201d\u8fd8\u4e0d\u5b58\u5728\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u60f3\u8bf4&#xff0c;\u65e9\u671f\u5728\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u4e0a\u7684\u5de5\u4f5c&#xff0c;\u5b9e\u9645\u4e0a\u4e3a v1 \u63d0\u4f9b\u4e86\u65b9\u5411\u3002\u6240\u4ee5&#xff0c;\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4&#xff0c;\u6211\u4eec\u4ece\u4e00\u5f00\u59cb\u5c31\u5df2\u7ecf\u8fd9\u4e48\u505a\u5f88\u4e45\u4e86\u3002Jeff\u00a0\u9886\u5bfc\u7684\u00a0Google\u00a0\u7814\u7a76\u9662&#xff08;Google Research&#xff09;\u5728\u8fd9\u91cc\u505a\u4e86\u8bb8\u591a\u5148\u9a71\u6027\u7684\u5de5\u4f5c&#xff0c;\u800c\u4e14\u591a\u5e74\u6765\u4e00\u76f4\u5728\u6301\u7eed\u63a8\u8fdb&#xff0c;\u4ed6\u4e0d\u4ec5\u6df1\u5165\u53c2\u4e0e\u4e86 v1&#xff0c;\u8fd8\u6df1\u5ea6\u53c2\u4e0e\u4e86\u6574\u4e2a TPU \u9879\u76ee\u3002<\/p>\n<p>\u6211\u4eec\u63d0\u5230\u4e86\u90a3\u4e2a\u5c55\u73b0\u4e86\u975e\u51e1\u8fdc\u89c1\u7684\u201c\u5e7b\u706f\u7247\u63a8\u6f14\u201d&#xff0c;\u4f46\u00a0Jeff\u00a0\u4e00\u76f4\u6df1\u5ea6\u53c2\u4e0e\u4e86 v1\u3001v2\u3001v3 \u7684\u7814\u53d1&#xff0c;\u5305\u62ec\u67b6\u6784\u8bbe\u8ba1\u3001\u7ec6\u8282\u6253\u78e8&#xff0c;\u5e76\u5c06\u6765\u81ea\u7814\u7a76\u9886\u57df\u7684\u5168\u90e8\u77e5\u8bc6\u4ee5\u53ca\u672a\u6765\u7684\u53d1\u5c55\u65b9\u5411&#xff0c;\u6ce8\u5165\u5230\u6bcf\u4e00\u4ee3 TPU \u4e2d&#xff0c;\u5305\u62ec\u6211\u4eec\u4eca\u5929\u5728\u8fd9\u91cc\u770b\u5230\u7684\u8fd9\u4e24\u6b3e\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u90a3\u7bc7\u5173\u4e8e YouTube \u8bc6\u522b\u51fa\u732b\u7684\u8bba\u6587&#xff0c;\u662f\u7528 TPU \u8dd1\u51fa\u6765\u7684&#xff0c;\u5bf9\u5427&#xff1f;\u90a3\u662f TPU v1 \u8fd8\u662f\u2026\u2026\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u4e0d&#xff0c;\u90a3\u751a\u81f3\u662f\u5728 TPU \u8bde\u751f\u4e4b\u524d\u7684\u4e8b\u4e86\u3002\u90a3\u662f\u5728 2012 \u5e74\u3002\u5f53\u65f6\u6211\u4eec\u6b63\u8bd5\u56fe\u6269\u5927\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u7684\u89c4\u6a21\u3002\u6211\u4eec\u5bf9\u56fe\u50cf\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u76ee\u6807\u6709\u4e00\u4e9b\u60f3\u6cd5\u3002\u6240\u4ee5\u6211\u4eec\u8bf4&#xff1a;\u201c\u597d\u5427&#xff0c;\u6211\u4eec\u5c31\u968f\u4fbf\u6311 1000 \u4e07\u5e27\u968f\u673a\u7684 YouTube \u753b\u9762&#xff0c;\u770b\u770b\u6a21\u578b\u80fd\u4ece\u4e2d\u5b66\u5230\u4ec0\u4e48\u3002\u201d<\/p>\n<p>\u4e8e\u662f\u6211\u4eec\u52a8\u7528\u4e86 2000 \u53f0\u4e0d\u540c\u7684\u673a\u5668&#xff0c;\u5728 16,000 \u4e2a CPU \u6838\u5fc3\u4e0a\u8bad\u7ec3\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u3002\u7ed3\u679c\u6211\u4eec\u8bad\u7ec3\u51fa\u4e86\u4e00\u4e2a\u591a\u5c42\u6a21\u578b&#xff0c;\u5728\u8bad\u7ec3\u5b8c\u6210\u540e&#xff0c;\u4f60\u53ef\u4ee5\u53bb\u89c2\u5bdf\u9876\u5c42\u7684\u4e0d\u540c\u795e\u7ecf\u5143\u4f1a\u5bf9\u4ec0\u4e48\u6837\u7684\u56fe\u50cf\u4ea7\u751f\u5174\u594b\u53cd\u5e94\u3002\u00a0<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0&#xff0c;\u56e0\u4e3a\u6211\u4eec\u662f\u7528 1000 \u4e07\u4e2a\u968f\u673a\u7684 YouTube \u89c6\u9891\u8bad\u7ec3\u5b83\u7684&#xff0c;\u5176\u4e2d\u4e00\u4e2a\u795e\u7ecf\u5143\u5728\u770b\u5230\u732b\u8138\u65f6\u4f1a\u53d8\u5f97\u975e\u5e38\u5174\u594b&#xff0c;\u56e0\u4e3a YouTube \u4e0a\u6709\u5f88\u591a\u732b\u7684\u89c6\u9891&#xff0c;\u800c\u5176\u4ed6\u795e\u7ecf\u5143\u5219\u4f1a\u5bf9\u6c7d\u8f66\u7684\u96f6\u90e8\u4ef6\u4e4b\u7c7b\u7684\u4e8b\u7269\u611f\u5230\u5174\u594b\u3002\u800c\u8fd9\u5b8c\u5168\u662f\u65e0\u76d1\u7763\u7684\u3002\u6211\u4eec\u4ece\u6765\u6ca1\u6709\u544a\u8bc9\u8fc7\u6a21\u578b\u8fd9\u662f\u4e00\u53ea\u732b&#xff0c;\u6216\u8005\u8fd9\u662f\u4e00\u8f86\u8f66\u3001\u4e00\u4e2a\u4eba\u3002\u4f46\u56e0\u4e3a\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u6bd4\u522b\u4eba\u5c1d\u8bd5\u8fc7\u7684\u90fd\u8981\u5927 50 \u500d\u7684\u6a21\u578b&#xff0c;\u8fd9\u4e2a\u6a21\u578b\u5c31\u5f00\u59cb\u7eaf\u7cb9\u5728\u65e0\u76d1\u7763\u7684\u60c5\u51b5\u4e0b\u53d1\u5c55\u51fa\u8fd9\u4e9b\u8868\u5f81\u80fd\u529b\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e5f\u662f\u6211\u4eec\u5728\u5185\u90e8\u5f97\u51fa\u201c\u6a21\u578b\u8d8a\u5927&#xff0c;\u6570\u636e\u8d8a\u591a\u201d\u8fd9\u4e00\u542f\u793a\u7684\u4e00\u90e8\u5206\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u6211\u8981\u7a0d\u5fae\u8dd1\u4e2a\u9898&#xff0c;\u56e0\u4e3a\u6211\u89c9\u5f97\u8fd9\u4e2a\u8bdd\u9898\u5f88\u6709\u610f\u601d\u3002\u8fd9\u9879\u7814\u7a76\u53d1\u5c55\u5230\u4eca\u5929\u53d8\u6210\u4ec0\u4e48\u6837\u4e86&#xff1f;\u6bd4\u5982\u76ef\u7740\u7279\u5b9a\u7684\u795e\u7ecf\u5143\u8bf4&#xff1a;\u201c\u8fd9\u662f\u4e00\u4e2a\u8bc6\u522b\u732b\u7684\u795e\u7ecf\u5143\u5417&#xff1f;\u8fd8\u662f\u66f4\u62bd\u8c61\u7684\u6982\u5ff5&#xff1f;\u201d\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u4eec\u5728\u00a0Google\u00a0\u5185\u90e8\u66fe\u8fdb\u884c\u8fc7\u4e00\u573a\u6fc0\u70c8\u7684\u8fa9\u8bba&#xff0c;\u4e89\u8bba\u6211\u4eec\u662f\u5426\u5e94\u8be5\u5c06\u8fd9\u4e9b\u6df1\u5ea6\u6a21\u578b\u7528\u4e8e\u641c\u7d22\u3002<\/p>\n<p>Jeff\u00a0\u5bf9\u6b64\u518d\u6e05\u695a\u4e0d\u8fc7\u4e86&#xff0c;\u56e0\u4e3a\u6211\u4eec\u9762\u4e34\u7684\u4e00\u4e2a\u6311\u6218\u662f&#xff0c;\u5f88\u591a\u65f6\u5019&#xff0c;\u4e5f\u8bb8\u662f\u5927\u591a\u6570\u65f6\u5019&#xff0c;\u8fd9\u4e9b\u6a21\u578b\u7684\u8868\u73b0\u90fd\u4f18\u4e8e\u4eba\u7c7b\u624b\u52a8\u5fae\u8c03\u7684\u7b97\u6cd5&#xff0c;\u5bf9\u5427&#xff1f;\u6bd4\u5982\u90a3\u79cd\u4f60\u53ef\u4ee5\u9605\u8bfb\u5e76\u7406\u89e3\u7684\u7b97\u6cd5&#xff1a;\u201c\u54e6&#xff0c;\u6211\u660e\u767d\u8fd9\u4e2a\u7b97\u6cd5\u60f3\u5e72\u4ec0\u4e48&#xff0c;\u8fd9\u662f\u5b83\u7ed9\u51fa\u7684\u641c\u7d22\u7ed3\u679c\u3002\u201d \u6a21\u578b\u7684\u8868\u73b0\u4f1a\u6bd4\u5b83\u66f4\u597d\u3002<\/p>\n<p>\u4f46\u95ee\u9898\u6765\u4e86\u2014\u2014\u4f60\u65e0\u6cd5\u89e3\u91ca\u4e3a\u4ec0\u4e48\u3002\u6bd4\u5982\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u795e\u7ecf\u5143\u53d8\u6210\u4e86\u201c\u732b\u795e\u7ecf\u5143\u201d&#xff0c;\u800c\u53e6\u4e00\u4e2a\u795e\u7ecf\u5143\u53d8\u6210\u4e86\u2026\u2026\u6240\u4ee5\u5982\u679c\u6709\u6f0f\u6d1e&#xff0c;\u4f60\u8be5\u600e\u4e48\u53bb\u8c03\u8bd5\u5b83&#xff1f;\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u95ee\u9898\u4e00\u76f4\u5ef6\u7eed\u5230\u4e86\u4eca\u5929\u3002Jeff&#xff0c;\u5173\u4e8e\u8fd9\u4e2a\u4f60\u6216\u8bb8\u53ef\u4ee5\u591a\u8bf4\u4e24\u53e5\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u8ba4\u4e3a&#xff0c;\u73b0\u5728\u7684\u65e0\u76d1\u7763\u5b66\u4e60\u5df2\u7ecf\u7a0d\u5fae\u9000\u5c45\u4e8c\u7ebf&#xff0c;\u8ba9\u4f4d\u4e8e\u6211\u6240\u8bf4\u7684\u201c\u81ea\u76d1\u7763\u5b66\u4e60\u201d\u4e86\u3002\u56e0\u4e3a\u73b0\u5982\u4eca&#xff0c;\u4f60\u8bad\u7ec3\u90a3\u4e9b\u6700\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5&#xff0c;\u5c31\u662f\u62ff\u5927\u91cf\u7684\u6587\u672c&#xff0c;\u7136\u540e\u628a\u5176\u4e2d\u7684\u4e00\u90e8\u5206\u85cf\u8d77\u6765&#xff0c;\u8ba9\u6a21\u578b\u53bb\u731c\u7f3a\u5931\u7684\u662f\u4ec0\u4e48\u3002\u901a\u5e38\u4f60\u4f1a\u8ba9\u5b83\u8fd9\u6837\u731c&#xff1a;\u4f60\u7ed9\u5b83\u770b\u6587\u6863\u7684\u524d\u7f00&#xff0c;\u6bd4\u5982\u4e00\u4e2a\u53e5\u5b50\u7684\u524d\u534a\u90e8\u5206&#xff0c;\u7136\u540e\u8ba9\u5b83\u731c\u4e0b\u4e00\u4e2a\u8bcd\u3002\u6beb\u4e0d\u5938\u5f20\u5730\u8bf4&#xff0c;\u8fd9\u5c31\u662f\u4eca\u5929\u90a3\u4e9b\u62e5\u6709\u5404\u79cd\u60ca\u4eba\u80fd\u529b\u7684\u8bed\u8a00\u6a21\u578b\u7684\u5168\u90e8\u8bad\u7ec3\u76ee\u6807\u3002\u00a0<\/p>\n<p>\u8fd8\u6709\u5176\u4ed6\u7684\u53d8\u4f53&#xff0c;\u6bd4\u5982\u4f60\u53ef\u4ee5\u62ff\u4e00\u6bb5\u6587\u672c&#xff0c;\u9690\u85cf\u6389\u91cc\u9762\u5927\u6982 10% \u7684\u8bcd&#xff0c;\u7136\u540e\u6a21\u578b\u5728\u5c1d\u8bd5\u586b\u7a7a\u65f6&#xff0c;\u53ef\u4ee5\u540c\u65f6\u770b\u5de6\u8fb9\u548c\u53f3\u8fb9\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u6709\u70b9\u50cf\u4f60\u5c0f\u65f6\u5019\u53ef\u80fd\u73a9\u8fc7\u7684\u201c\u75af\u72c2\u586b\u8bcd\u201d&#xff08;Mad Libs&#xff09;\u6e38\u620f\u3002\u4f46\u8fd9\u5bf9\u4e8e\u5bf9\u8bdd\u5e94\u7528\u6765\u8bf4\u5e76\u4e0d\u662f\u7279\u522b\u597d\u7528&#xff0c;\u56e0\u4e3a\u5728\u5b9e\u9645\u5bf9\u8bdd\u53d1\u751f\u4e4b\u524d&#xff0c;\u4f60\u662f\u770b\u4e0d\u5230\u5bf9\u8bdd\u540e\u7eed\u90e8\u5206\u7684\u3002\u4e0d\u8fc7&#xff0c;\u8fd9\u79cd\u65b9\u6cd5\u5728\u751f\u6210\u6587\u6863\u6458\u8981\u4e4b\u7c7b\u7684\u4e8b\u60c5\u4e0a&#xff0c;\u8fd8\u662f\u6709\u5f88\u597d\u7684\u7528\u6b66\u4e4b\u5730\u7684\u3002\u00a0<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d232aacc.png\" \/><\/p>\n<h3>\u8f6f\u786c\u4ef6\u7684\u201c\u5bab\u5fc3\u8ba1\u201d&#xff1a;\u9876\u7ea7\u5b9e\u9a8c\u5ba4\u5982\u4f55\u534f\u540c\u8bbe\u8ba1&#xff1f;<\/h3>\n<p>Ben Gilbert&#xff1a;\u6211\u60f3\u6df1\u5165\u63a2\u8ba8\u4e00\u4e0b David \u521a\u624d\u63d0\u51fa\u7684\u4e00\u4e2a\u6982\u5ff5\u3002\u4f60\u4eec\u8fd9\u8fb9\u6709 TPU \u56e2\u961f\u3002\u90a3\u8fb9\u6709 Google DeepMind\u3002\u5982\u679c\u6211\u7a7a\u964d\u5230\u4f60\u4eec\u7684\u4e00\u4e9b\u4f1a\u8bae\u91cc&#xff0c;\u90a3\u4f1a\u662f\u4e00\u5e45\u600e\u6837\u7684\u573a\u666f&#xff1f;\u8c01\u4f1a\u63d0\u51fa\u4ec0\u4e48\u60f3\u6cd5&#xff1f;\u6bcf\u4e2a\u56e2\u961f\u90fd\u5728\u8981\u6c42\u4e9b\u4ec0\u4e48&#xff1f;\u6709\u591a\u5927\u7684\u7075\u6d3b\u6027&#xff1f;\u57fa\u672c\u4e0a\u5c31\u662f\u4f60\u4eec\u65e5\u5e38\u5de5\u4f5c\u7684\u4e00\u5929\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u7075\u6d3b\u6027\u975e\u5e38\u5927&#xff0c;\u800c\u4e14\u8fd9\u91cc\u6700\u7f8e\u5999\u7684\u4e00\u70b9\u662f&#xff0c;\u5927\u5bb6\u7684\u76ee\u6807\u662f\u4e00\u81f4\u7684&#xff1a;\u6784\u5efa\u5c3d\u53ef\u80fd\u6700\u597d\u7684\u6a21\u578b&#xff0c;\u5c3d\u53ef\u80fd\u6700\u9ad8\u6548\u7684\u6a21\u578b\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\u8fd9\u91cc\u9762\u6709\u5f88\u591a\u7684\u76f8\u4e92\u59a5\u534f\u4e0e\u914d\u5408\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50&#xff0c;\u7814\u7a76\u56e2\u961f\u53ef\u80fd\u6709\u4e03\u4e2a\u770b\u8d77\u6765\u975e\u5e38\u3001\u975e\u5e38\u5927\u6709\u53ef\u4e3a\u7684\u7814\u7a76\u65b9\u5411\u3002\u5b9e\u9645\u4e0a\u4ed6\u4eec\u8fdc\u4e0d\u6b62\u4e03\u4e2a\u3002\u786c\u4ef6\u56e2\u961f\u4e5f\u6709\u4e03\u4e2a\u770b\u8d77\u6765\u975e\u5e38\u3001\u975e\u5e38\u5927\u6709\u53ef\u4e3a\u7684\u786c\u4ef6\u65b9\u5411\u3002<\/p>\n<p>\u90a3\u4e48&#xff0c;\u4f60\u5982\u4f55\u5c06\u8fd9\u4e24\u8005\u7ed3\u5408\u8d77\u6765\u5462&#xff1f;\u7136\u540e\u5c31\u4f1a\u6709\u4e00\u7cfb\u5217\u7684\u8ba8\u4ef7\u8fd8\u4ef7&#xff0c;\u56e0\u4e3a\u4ed6\u4eec\u6700\u7ec8\u4f1a\u8fbe\u6210\u8fd9\u6837\u7684\u5171\u8bc6&#xff1a;\u201c\u597d\u5427&#xff0c;\u5982\u679c\u4e3a\u4e86\u4f60\u7684\u6a21\u578b&#xff0c;\u4f60\u628a\u4f60\u90a3\u4e03\u4e2a\u60f3\u6cd5\u4e2d\u7684\u4e00\u4e2a\u5f80\u8fd9\u4e2a\u65b9\u5411\u6539\u4e00\u6539&#xff0c;\u7136\u540e\u6211\u4e5f\u628a\u6211\u5728\u786c\u4ef6\u4e0a\u7684\u4e03\u4e2a\u60f3\u6cd5\u4e2d\u7684\u4e00\u4e2a\u6539\u4e00\u6539&#xff0c;\u4f1a\u600e\u4e48\u6837&#xff1f;\u56e0\u4e3a\u6211\u4eec\u6ca1\u6cd5\u5b8c\u5168\u7167\u4f60\u4eec\u60f3\u8981\u7684\u505a\u3002\u201d 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\u786c\u4ef6\u56e2\u961f\u4f1a\u8bf4&#xff1a;\u201c\u90a3\u4e0d\u53ef\u80fd\u3002\u201d<\/p>\n<p>\u73b0\u5728&#xff0c;\u5982\u679c\u4f60\u4eec\u662f\u5728\u4e0d\u540c\u7684\u516c\u53f8&#xff0c;\u5bf9\u8bdd\u5230\u8fd9\u513f\u5c31\u7ed3\u675f\u4e86\u3002\u201c\u597d\u5427&#xff0c;\u62dc\u62dc\u3002\u6211\u4eec\u4e5f\u8bb8\u4f1a\u53bb\u627e\u53e6\u4e00\u4e2a\u641e\u786c\u4ef6\u7684\u4eba\u8c08\u8c08\u3002\u4f60\u62d2\u7edd\u4e86\u6211\u4eec\u7684\u62a5\u4ef7\u8bf7\u6c42\u3002\u6240\u4ee5&#xff0c;\u6211\u4eec\u60f3\u8981\u4e00\u4e2a1\u4e07\u4e2a\u7aef\u53e3\u7684\u4ea4\u6362\u673a\u3002\u201d\u00a0<\/p>\n<p>\u53cd\u8fc7\u6765&#xff0c;\u5728\u8bb8\u591a\u5176\u4ed6\u60c5\u51b5\u4e0b&#xff0c;\u786c\u4ef6\u56e2\u961f\u4f1a\u8dd1\u53bb\u627e\u7814\u7a76\u56e2\u961f\u8bf4&#xff1a;\u201c\u6211\u4eec\u641e\u51fa\u4e86\u4e00\u4e2a\u8d85\u68d2\u7684\u65b0\u73a9\u610f\u513f\u3002\u4f60\u4eec\u60f3\u62ff\u5b83\u5e72\u70b9\u5565&#xff1f;\u201d \u7814\u7a76\u56e2\u961f\u4f1a\u8bf4&#xff1a;\u201c\u5565\u4e5f\u4e0d\u5e72\u3002\u542c\u8d77\u6765\u6beb\u65e0\u7528\u5904\u3002\u6211\u786e\u4fe1\u4f60\u4eec\u7684\u786c\u4ef6\u5c0f\u73a9\u610f\u513f\u5f88\u9177&#xff0c;\u4f46\u6211\u4eec\u4e0d\u611f\u5174\u8da3\u3002\u201d<\/p>\n<p>\u6240\u4ee5\u6b63\u662f\u8fd9\u79cd\u76f8\u4e92\u7684\u78e8\u5408\u4fc3\u4f7f\u4ed6\u4eec\u53bb\u60f3&#xff1a;\u201c\u597d\u5427&#xff0c;\u5982\u679c\u6211\u7528\u4f60\u4eec\u7684\u786c\u4ef6\u5c0f\u73a9\u610f\u513f&#xff0c;\u6211\u7684\u6a21\u578b\u662f\u4e0d\u662f\u80fd\u73a9\u51fa\u70b9\u4e0d\u4e00\u6837\u7684\u65b0\u82b1\u6837&#xff1f;\u201d \u6240\u4ee5&#xff0c;\u8fd9\u79cd\u76f8\u4e92\u914d\u5408\u7684\u7cbe\u795e\u771f\u7684\u6bcf\u5929\u90fd\u5728&#xff0c;\u8fd9\u79cd\u5bf9\u8054\u5408\u7a7a\u95f4\u7684\u63a2\u7d22\u4e5f\u6bcf\u5929\u90fd\u5728\u3002\u8fd9\u4e0d\u662f\u6211\u7684\u5730\u76d8&#xff0c;\u4e5f\u4e0d\u662f\u4f60\u7684\u5730\u76d8&#xff0c;\u8fd9\u662f\u6211\u4eec\u7684\u5171\u540c\u5730\u76d8\u3002\u6211\u4eec\u5982\u4f55\u6784\u5efa\u4e00\u4e2a\u7cfb\u7edf&#xff0c;\u80fd\u591f\u5c3d\u53ef\u80fd\u9ad8\u6548\u5730\u4ea4\u4ed8\u6a21\u578b\u3001\u670d\u52a1\u3001\u8bad\u7ec3\u3001\u667a\u80fd\u4f53&#xff08;Agents&#xff09;\u4ee5\u53ca\u6240\u6709\u7684\u4e00\u5207\u3002\u8fd9\u53d1\u751f\u5728\u5404\u4e2a\u5c42\u7ea7\u3002\u73b0\u5728\u00a0Google\u00a0\u6709\u5f88\u591a\u4eba&#xff0c;\u6240\u4ee5\u5f88\u591a\u8fd9\u79cd\u4ea4\u6d41\u90fd\u662f\u5de5\u7a0b\u5e08\u5bf9\u5de5\u7a0b\u5e08\u7684\u76f4\u63a5\u78b0\u649e&#xff0c;\u8fd9\u6b63\u662f\u4f60\u6240\u671f\u671b\u7684\u3002\u7136\u540e&#xff0c;\u5176\u4e2d\u4e00\u4e9b\u60f3\u6cd5\u5c31\u4f1a\u8131\u9896\u800c\u51fa\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u60f3\u8865\u5145\u4e00\u70b9&#xff0c;\u5728\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u8fd9\u6837\u4e00\u4e2a\u65e5\u65b0\u6708\u5f02\u7684\u9886\u57df\u91cc&#xff0c;\u4f5c\u4e3a\u4e00\u540d\u786c\u4ef6\u8bbe\u8ba1\u5e08\u662f\u6781\u5176\u8270\u96be\u7684\u3002\u56e0\u4e3a\u57fa\u672c\u4e0a&#xff0c;\u5982\u679c\u4f60\u8003\u8651\u4eca\u5929\u5f00\u59cb\u8bbe\u8ba1\u4e00\u6b3e\u82af\u7247&#xff0c;\u53ef\u80fd\u9700\u8981\u4e24\u5e74\u65f6\u95f4\u624d\u80fd\u5b8c\u6210\u8bbe\u8ba1\u5e76\u90e8\u7f72\u5230\u6570\u636e\u4e2d\u5fc3&#xff0c;\u7136\u540e\u5b83\u8fd8\u9700\u8981\u670d\u5f79\u4e09\u5230\u516d\u5e74\u4e4b\u7c7b\u7684\u65f6\u95f4\u3002\u6240\u4ee5\u4f60\u5b9e\u9645\u4e0a\u662f\u5728\u8bd5\u56fe\u9884\u6d4b\u8fd9\u4e2a\u53d1\u5c55\u6781\u5176\u8fc5\u731b\u7684\u9886\u57df&#xff0c;\u5728\u672a\u6765\u4e24\u5230\u516d\u5e74\u3001\u751a\u81f3\u516b\u5e74\u7684\u65f6\u95f4\u8de8\u5ea6\u91cc\u4f1a\u8d70\u5411\u4f55\u65b9\u3002<\/p>\n<p>\u800c\u5c31\u5728\u516d\u4e2a\u6708\u524d&#xff0c;\u6211\u4eec\u53ef\u80fd\u521a\u521a\u7528\u67d0\u79cd\u65b0\u7b97\u6cd5\u5f7b\u5e95\u6539\u53d8\u4e86\u673a\u5668\u5b66\u4e60\u7684\u8bb8\u591a\u65b9\u9762\u3002\u6240\u4ee5\u8fd9\u8d85\u7ea7\u96be\u3002\u56e0\u6b64&#xff0c;\u80fd\u62e5\u6709\u90a3\u4e9b\u771f\u6b63\u5728\u5c0f\u89c4\u6a21\u4e0a\u5c1d\u8bd5\u5404\u79cd\u60f3\u6cd5\u3001\u5e76\u4e14\u8fd9\u4e9b\u60f3\u6cd5\u770b\u8d77\u6765\u5f88\u6709\u5e0c\u671b\u6210\u529f\u7684\u7814\u7a76\u4eba\u5458\u7684\u6d1e\u5bdf\u529b&#xff0c;\u662f\u975e\u5e38\u68d2\u7684\u3002<\/p>\n<p>\u5bf9\u4e8e\u4e00\u4e2a\u7814\u7a76\u4eba\u5458\u6765\u8bf4&#xff0c;\u6700\u7f8e\u5999\u7684\u4e8b\u60c5\u83ab\u8fc7\u4e8e\u4e00\u4e2a\u770b\u8d77\u6765\u201c\u547c\u4e4b\u6b32\u51fa\u201d\u7684\u60f3\u6cd5&#xff0c;\u56e0\u4e3a\u4f60\u77e5\u9053\u53ea\u8981\u518d\u52a0\u628a\u52b2&#xff0c;\u4f60\u5c31\u80fd\u8ba9\u5b83\u6210\u771f&#xff1b;\u800c\u90a3\u4e9b\u600e\u4e48\u5f04\u90fd\u4e0d\u89c1\u8d77\u8272\u3001\u4f60\u8bd5\u5c3d\u4e86\u6240\u6709\u529e\u6cd5\u4e5f\u4e0d\u884c\u7684\u60f3\u6cd5&#xff0c;\u53ef\u80fd\u5c31\u6ca1\u90a3\u4e48\u8ba9\u4eba\u5174\u594b\u4e86\u3002\u00a0<\/p>\n<p>\u4f46\u6211\u8ba4\u4e3a\u90a3\u79cd\u76f8\u4e92\u914d\u5408\u548c\u534f\u540c\u8bbe\u8ba1\u771f\u7684\u975e\u5e38\u91cd\u8981\u3002\u6211\u5b9e\u9645\u4e0a\u53ef\u4ee5\u7ed9\u4f60\u4e3e\u4e00\u4e2a 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\u6765\u8bf4&#xff0c;\u5982\u679c\u8fd9\u9700\u8981\u5f88\u957f\u65f6\u95f4&#xff0c;\u90a3\u4e48\u4f60\u7684\u5f3a\u5316\u5b66\u4e60\u5c31\u4f1a\u82b1\u8d39\u957f\u5f97\u591a\u7684\u65f6\u95f4&#xff0c;\u56e0\u4e3a\u5b83\u6ca1\u6709\u8fbe\u5230\u5c3d\u53ef\u80fd\u4f4e\u7684\u5ef6\u8fdf\u3002<\/p>\n<p>\u56e0\u6b64&#xff0c;\u7814\u7a76\u56e2\u961f\u627e\u5230 TPU \u786c\u4ef6\u56e2\u961f\u8bf4&#xff1a;\u201c\u6211\u4eec\u771f\u7684\u9700\u8981\u4e00\u79cd\u65b9\u6cd5\u6765\u5927\u5e45\u964d\u4f4e\u5ef6\u8fdf&#xff0c;\u56e0\u4e3a\u8fd9\u4e0d\u4ec5\u80fd\u6539\u5584\u5728\u7ebf\u63a8\u7406&#xff0c;\u8fd8\u80fd\u63d0\u5347\u5f3a\u5316\u5b66\u4e60\u7684\u6548\u7387\u3002\u201d \u4e8e\u662f\u5927\u5bb6\u51d1\u5728\u4e00\u8d77\u96c6\u601d\u5e7f\u76ca&#xff0c;\u8bf4&#xff1a;\u201c\u563f&#xff0c;\u6211\u4eec\u5176\u5b9e\u53ef\u4ee5\u5bf9\u6b63\u5728\u8bbe\u8ba1\u7684\u82af\u7247\u505a\u4e00\u4e9b\u76f8\u5bf9\u8f83\u5c0f\u7684\u6539\u52a8&#xff0c;\u4f46\u6539\u53d8\u7f51\u7edc\u7684\u62d3\u6251\u7ed3\u6784\u3002\u201d \u8fd9\u5b9e\u9645\u4e0a\u4e0d\u4f1a\u662f\u4e00\u4e2a\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316&#xff0c;\u4f46\u5b83\u771f\u7684\u80fd\u6781\u5927\u5730\u6539\u5584\u89e3\u7801\u7684\u5ef6\u8fdf\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u8fd9\u5c31\u662f\u8774\u8776\u62d3\u6251\u7ed3\u6784\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6240\u4ee5\u6211\u8ba4\u4e3a\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6e05\u6670\u3001\u5177\u4f53\u7684\u4f8b\u5b50&#xff0c;\u5c55\u73b0\u4e86\u6211\u4eec\u662f\u5982\u4f55\u8fdb\u884c\u534f\u540c\u8bbe\u8ba1\u7684\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u591a\u5e74\u6765&#xff0c;\u6211\u4eec\u6784\u5efa\u8fd9\u4e9b TPU \u90fd\u662f\u4e3a\u4e86\u8ffd\u6c42\u541e\u5410\u91cf&#xff0c;\u800c\u00a0Jeff\u00a0\u521a\u624d\u63d0\u5230\u7684\u90a3\u4e2a\u63a8\u7406\u4f8b\u5b50&#xff0c;\u6211\u4eec\u8fc7\u53bb\u57fa\u672c\u4e0a\u662f\u901a\u8fc7\u5c06\u8bb8\u591a\u8bb8\u591a\u67e5\u8be2\u7ec4\u6210\u6d41\u6c34\u7ebf\u6765\u63a7\u5236\u5ef6\u8fdf\u7684\u3002\u6240\u4ee5\u6211\u4eec\u4f1a\u540c\u65f6\u5904\u7406\u5927\u91cf\u67e5\u8be2\u3002\u4f46\u5bf9\u4e8e\u5f3a\u5316\u5b66\u4e60&#xff0c;\u4f60\u6ca1\u6cd5\u628a\u5f88\u591a\u67e5\u8be2\u505a\u6210\u6d41\u6c34\u7ebf\u3002\u5c31\u50cf\u00a0Jeff\u00a0\u4e3e\u7684\u90a3\u4e2a\u7edd\u4f73\u4f8b\u5b50&#xff0c;\u4f60\u6b63\u8bd5\u56fe\u751f\u6210\u8fd9500\u884c\u4ee3\u7801\u3002\u8fd0\u884c\u5b83&#xff0c;\u7136\u540e\u6d4b\u8bd5\u5b83\u5e76\u83b7\u5f97\u7ed3\u679c\u3002\u4f60\u6ca1\u6cd5\u7528\u6d41\u6c34\u7ebf\u6765\u5904\u7406\u3002\u00a0<\/p>\n<p>\u6240\u4ee5&#xff0c;\u90a3\u4e2a\u4e3a\u541e\u5410\u91cf\u4f18\u5316\u7684\u5f15\u64ce\u2014\u2014\u5b83\u73b0\u5728\u4f9d\u7136\u5b58\u5728&#xff0c;\u56e0\u4e3a\u5bf9\u4e8e\u5176\u4ed6\u7528\u4f8b&#xff0c;\u4f60\u4ecd\u7136\u9700\u8981\u90a3\u79cd\u5e9e\u5927\u7684\u541e\u5410\u91cf\u2014\u2014\u5e76\u4e0d\u6700\u9002\u5408\u8fd9\u79cd\u201c\u597d\u5427&#xff0c;\u8ba9\u6211\u5148\u8dd1\u51fa\u4e00\u4e2a\u7ed3\u679c\u6765\u201d\u7684\u4f4e\u5ef6\u8fdf\u573a\u666f\u3002\u786c\u4ef6\u56e2\u961f\u672c\u6765\u4f1a\u81ea\u7136\u800c\u7136\u5730\u503e\u5411\u4e8e\u8bf4&#xff1a;\u201c\u6211\u53ea\u8981\u628a\u6700\u540e\u4e00\u4e2a\u73af\u8282\u5f04\u5feb\u70b9\u5c31\u884c\u4e86\u3002\u201d \u4f46\u8fd9\u5b8c\u5168\u5ffd\u7565\u4e86\u5373\u5c06\u5230\u6765\u7684\u7814\u7a76\u95ee\u9898\u7684\u5b9e\u9645\u7528\u4f8b\u3002\u5982\u679c\u6ca1\u6709\u90a3\u79cd\u5bc6\u5207\u7684\u6c9f\u901a&#xff0c;\u4f60\u5c31\u4f1a\u9519\u8fc7\u8fd9\u4e2a\u5173\u952e\u70b9\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u672a\u6765\u662f\u672a\u77e5\u7684&#xff0c;\u672a\u6765\u662f\u6a21\u7cca\u7684&#xff0c;\u800c\u4e14\u4f60\u5f80\u672a\u6765\u6bcf\u591a\u770b\u4e00\u5929&#xff0c;\u5b83\u5c31\u53d8\u5f97\u8d8a\u53d1\u4e0d\u6e05\u6670\u3002\u4f60\u4eec\u6709\u8fd9\u4e48\u591a\u4e16\u754c\u7ea7\u7684\u7814\u7a76\u4eba\u5458\u6b63\u5728\u5f00\u53d1&#xff0c;\u6bd4\u5982\u4e0b\u4e00\u4e2a Transformer \u4f1a\u662f\u4ec0\u4e48&#xff1f;\u800c\u4e14\u4f60\u4eec\u5bf9\u4e0b\u4e00\u6b21\u8fed\u4ee3\u7684\u4fe1\u5fc3\u5b58\u5728\u7740\u5de8\u5927\u7684\u68af\u5ea6\u5dee\u5f02\u3002\u5f53\u4f60\u4eec\u5728\u7845\u7247\u4e0a\u53ea\u6709\u56fa\u5b9a\u7684\u7a7a\u95f4&#xff0c;\u800c\u4e14\u8fd9\u4e1c\u897f\u8fd8\u8981\u670d\u5f79\u4e24\u5230\u516b\u5e74\u7684\u65f6\u5019&#xff0c;\u4f60\u4eec\u662f\u5982\u4f55\u5206\u914d\u7b79\u7801\u4e0b\u6ce8\u7684&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u8fd9\u662f\u6211\u4eec\u6bcf\u5929\u90fd\u5728\u6fc0\u70c8\u4e89\u8bba\u7684\u95ee\u9898\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u8fd9\u5c31\u662f\u6bcf\u5929\u534f\u540c\u8bbe\u8ba1\u7684\u6574\u4e2a\u8fc7\u7a0b&#xff0c;\u5bf9\u5427&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u4f60\u53ef\u80fd\u6709\u6210\u5343\u4e0a\u4e07\u4e2a\u60f3\u6cd5&#xff0c;\u4f46\u4f60\u4e0d\u53ef\u80fd\u628a\u5b83\u4eec\u5168\u90fd\u585e\u8fdb\u7845\u7247\u91cc\u3002\u6b63\u5982\u4f60\u6240\u8bf4&#xff0c;\u5b83\u4eec\u5168\u90fd\u662f\u5c55\u671b\u672a\u6765\u4e24\u4e09\u5e74\u7684\u6982\u7387\u5206\u5e03\u51fd\u6570\u3002\u800c\u4f60\u6bcf\u4e00\u4ee3\u53ea\u80fd\u6311\u9009\u56db\u4e2a\u5de6\u53f3\u7684\u60f3\u6cd5\u3002\u4e5f\u8bb8\u662f\u4e94\u4e2a&#xff0c;\u4f46\u7edd\u4e0d\u662f\u4e00\u5343\u4e2a\u3002\u4f60\u53ea\u80fd\u6311\u51fa\u56db\u4e94\u4e2a\u5b8f\u5927\u3001\u5192\u9669\u4e14\u5927\u80c6\u7684\u4e1c\u897f\u653e\u8fdb\u53bb\u3002\u597d\u7684\u3002\u90a3\u4e48\u73b0\u5728&#xff0c;\u4f60\u5982\u4f55\u53bb\u9884\u6d4b\u672a\u6765\u5462&#xff1f;\u5b9e\u9645\u4e0a&#xff0c;\u4f60\u662f\u53bb\u5199\u6a21\u62df\u5668\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u6211\u4eec\u5e76\u4e0d\u662f\u5b8c\u5168\u5728\u51ed\u4e3b\u89c2\u8bf4&#xff1a;\u201c\u597d\u5427&#xff0c;\u6211\u559c\u6b22\u8fd9\u5bb6\u4f19\u3002\u6211\u4e0d\u559c\u6b22\u90a3\u4e2a\u4eba&#xff0c;\u6240\u4ee5\u6211\u8981\u53bb\u770b\u4e66\u4e86\u3002\u201d \u6211\u4eec\u5b9e\u9645\u4e0a\u662f\u5728\u8fdb\u884c\u5185\u90e8\u7684\u201c\u5927\u6bd4\u6b66\u201d\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u62e5\u6709\u9ad8\u4fdd\u771f\u5ea6\u7684\u6a21\u62df\u5668\u771f\u7684\u3001\u771f\u7684\u975e\u5e38\u91cd\u8981\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u4f60\u5fc5\u987b\u5bf9\u5de5\u4f5c\u8d1f\u8f7d\u505a\u51fa\u9884\u6d4b\u3002\u6709\u8bb8\u8bb8\u591a\u591a\u7684\u53d8\u91cf\u3002\u6a21\u62df\u5668\u5e76\u4e0d\u662f\u2026\u2026\u5230\u6700\u540e&#xff0c;\u5b83\u4eec\u53ef\u80fd\u4f1a\u4ece\u90a3\u4e00\u5343\u4e2a\u60f3\u6cd5\u4e2d\u7b5b\u9009\u6389 90%\u3002\u751a\u81f3\u53ef\u80fd\u662f 95%\u3002<\/p>\n<p>\u8fd9\u662f\u4ef6\u597d\u4e8b\u3002\u4f46\u73b0\u5728\u4f60\u624b\u91cc\u8fd8\u6709 50 \u4e2a&#xff0c;\u5bf9\u5427&#xff1f;\u63a5\u4e0b\u6765\u7684\u5c31\u662f\u4e3b\u89c2\u5224\u65ad\u4e86&#xff0c;\u6bd4\u5982&#xff0c;\u6211\u4eec\u8ba4\u4e3a\u8fd9\u4e2a\u4e1c\u897f\u5728\u4e09\u5e74\u540e\u4f1a\u6709\u591a\u91cd\u8981&#xff0c;\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;\u53e6\u4e00\u4e2a\u4e1c\u897f\u5728\u4e94\u5e74\u540e\u6216\u4e24\u5e74\u540e\u53c8\u4f1a\u6709\u591a\u91cd\u8981\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u800c\u4e14\u6211\u6562\u80af\u5b9a&#xff0c;\u4f60\u4eec\u4e5f\u5728\u5bfb\u627e\u5de7\u5999\u7684\u6298\u4e2d\u65b9\u6848&#xff0c;\u6bd4\u5982&#xff1a;\u201c\u6211\u4eec\u80fd\u4e0d\u80fd\u7528\u4e00\u4e9b\u72ec\u7279\u7684\u4e58\u6cd5\u5668\u6216\u8005\u8fd9\u91cc\u7684\u4ec0\u4e48\u4e1c\u897f&#xff0c;\u628a\u8fd9\u4e24\u4ef6\u4e8b\u90fd\u7ed9\u529e\u4e86&#xff1f;\u201d\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u4f46\u7a7a\u95f4\u7ec8\u7a76\u662f\u6709\u9650\u7684\u3002\u4e0d\u53ef\u907f\u514d\u5730\u4f1a\u6709\u4e00\u4e9b\u4eba\u611f\u5230\u4e9b\u8bb8\u5931\u671b&#xff0c;\u4f46\u6211\u8ba4\u4e3a&#xff0c;\u5927\u5bb6\u90fd\u5728\u540c\u4e00\u4e2a\u56e2\u961f\u3001\u90fd\u6709\u7740\u540c\u4e00\u4e2a\u76ee\u6807\u7684\u7f8e\u5999\u4e4b\u5904\u5728\u4e8e&#xff0c;\u6bcf\u4e2a\u4eba\u90fd\u53c2\u4e0e\u4e86\u8fd9\u4e2a\u8fc7\u7a0b\u3002\u5b9e\u9645\u4e0a&#xff0c;\u5173\u4e8e\u00a0Google\u00a0\u7684\u53e6\u4e00\u4ef6\u91cd\u8981\u7684\u4e8b\u60c5\u662f&#xff0c;\u5927\u5bb6\u6709\u4e00\u79cd\u5171\u8bc6\u2014\u2014\u800c\u4e14\u6211\u8ba4\u4e3a\u8fd9\u4e5f\u662f\u4e8b\u5b9e\u2014\u2014\u5373\u8fd9\u662f\u4e00\u4e2a\u516c\u5f00\u900f\u660e\u3001\u6570\u636e\u9a71\u52a8\u7684\u8fc7\u7a0b\u3002\u6ca1\u6709\u5b8c\u7f8e\u7684\u51b3\u5b9a&#xff0c;\u5927\u5bb6\u53ea\u662f\u5728\u4e00\u8d77\u505a\u51fa\u4ed6\u4eec\u6240\u80fd\u505a\u51fa\u7684\u6700\u4f73\u51b3\u5b9a&#xff0c;\u7136\u540e\u76f8\u4e92\u4fe1\u4efb&#xff1a;\u201c\u597d\u5427&#xff0c;\u8fd9\u5c31\u662f\u6211\u4eec\u505a\u51fa\u7684\u51b3\u5b9a&#xff0c;\u73b0\u5728\u6211\u4eec\u8981\u53bb\u6267\u884c\u5b83\u4e86\u3002\u201d<\/p>\n<p>\u800c\u4e14\u4e5f\u8bb8 12 \u4e2a\u6708\u540e\u53c8\u4f1a\u6709\u4e00\u8d9f\u65b0\u5217\u8f66&#xff08;\u65b0\u60f3\u6cd5&#xff09;\u5230\u6765&#xff0c;\u4e5f\u8bb8 12 \u4e2a\u6708\u540e\u4f1a\u6709\u4e24\u8d9f\u5217\u8f66\u5230\u6765&#xff0c;\u8c01\u77e5\u9053\u5462&#xff1f;\u6240\u4ee5&#xff0c;\u4e5f\u8bb8\u6211\u8fd9\u6b21\u6ca1\u8d76\u4e0a\u8fd9\u8d9f\u8f66&#xff0c;\u4f46\u6211\u4e3a\u52a0\u6df1\u7406\u89e3\u505a\u51fa\u4e86\u8d21\u732e\u3002\u4e5f\u8bb8\u6211\u80fd\u8d76\u4e0a\u4e0b\u4e00\u8d9f\u8f66\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;TPU v9 \u5c31\u53ef\u4ee5\u6709\u90a3\u4e2a\u529f\u80fd\u4e86\u3002\u4f60\u4eec\u73b0\u5728\u662f\u6bcf\u5e74\u90fd\u5728\u505a\u65b0\u82af\u7247\u5417&#xff1f;<\/p>\n<p>Amin Vahdat&#xff1a;\u6570\u636e\u4f3c\u4e4e\u8868\u660e&#xff0c;\u6211\u4eec\u5c06\u6765\u6bcf\u5e74\u90fd\u4f1a\u63a8\u51fa\u65b0\u82af\u7247\u3002\u800c\u4e14\u4e00\u5e74\u6709\u4e24\u6b3e\u3002\u00a0<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d2334b3b.png\" \/><\/p>\n<h3>\u201c\u4ece\u4e00\u4e07\u4e2a\u6a21\u578b\u5230\u51e0\u4e2a\u201d&#xff1a;\u8c37\u6b4c AI \u4e2d\u67a2\u7684\u7edf\u4e00\u4e4b\u8def<\/h3>\n<p>David Rosenthal&#xff1a;\u6240\u4ee5\u6211\u4eec\u4e00\u76f4\u5728\u8c08\u8bba\u00a0Google\u00a0\u5185\u90e8\u7814\u7a76\u56e2\u961f\u548c TPU \u56e2\u961f\u4e4b\u95f4\u8fd9\u79cd\u4ee4\u4eba\u60ca\u53f9\u7684\u4e92\u52a8\u3002\u5982\u4eca\u8fd8\u6709\u7b2c\u4e09\u4e2a\u7ef4\u5ea6&#xff0c;\u5bf9\u5427&#xff1f;\u8fd9\u5728 TPU \u9879\u76ee\u521a\u5f00\u59cb\u65f6\u662f\u4e0d\u5b58\u5728\u7684&#xff0c;\u90a3\u5c31\u662f\u2014\u2014\u6211\u6562\u80af\u5b9a\u5728\u5ea7\u6709\u5f88\u591a\u00a0Google\u00a0\u5458\u5de5&#xff0c;\u4e5f\u53ef\u80fd\u6709\u5f88\u591a\u73b0\u5728\u6b63\u5728\u4f7f\u7528 TPU \u7684\u975e\u00a0Google\u00a0\u5458\u5de5&#xff0c;\u6211\u5e0c\u671b\u5982\u6b64\u2014\u2014\u7b2c\u4e09\u65b9\u7528\u6237\u3002<\/p>\n<p>\u8fd9\u5728\u6574\u4e2a\u4f53\u7cfb\u4e2d\u626e\u6f14\u4e86\u4ec0\u4e48\u89d2\u8272&#xff1f;\u6216\u8005\u5b9e\u9645\u4e0a&#xff0c;\u5148\u7ed9\u6211\u4eec\u8bb2\u8bb2\u51b3\u5b9a\u5728\u00a0Google Cloud\u00a0\u4e0a\u5411\u7b2c\u4e09\u65b9\u5f00\u653e TPU \u7684\u8fc7\u7a0b\u5427&#xff1f;\u6211\u60f3\u8c61\u90a3\u4e00\u5b9a\u662f\u4e2a\u590d\u6742\u7684\u51b3\u5b9a\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u5176\u5b9e\u5e76\u4e0d\u590d\u6742\u3002\u6211\u4eec\u5728 2018 \u5e74\u53d1\u5e03\u4e86\u5b83\u4eec\u3002\u53ef\u4ee5\u8fd9\u4e48\u8bf4&#xff0c;Jeff\u00a0\u4ece\u7b2c\u4e00\u5929\u8d77&#xff0c;\u5c31\u4e00\u76f4\u662f\u5c06 TPU \u5411\u5b66\u672f\u754c\u548c\u5176\u4ed6\u516c\u53f8\u7b49\u5916\u90e8\u4eba\u5458\u5f00\u653e\u7684\u575a\u5b9a\u652f\u6301\u8005\u3002<\/p>\n<p>\u6851\u8fbe\u5c14&#xff08;Sundar&#xff09;\u5728 2018 \u5e74\u5ba3\u5e03\u4e86\u9996\u6b3e\u4e91 TPU\u3002\u6211\u60f3\u6211\u4eec\u53ef\u80fd\u662f\u5728 2017 \u5e74\u505a\u51fa\u7684\u51b3\u5b9a\u3002\u6240\u4ee5\u5927\u6982\u662f\u5728 v3 \u5de6\u53f3\u7684\u65f6\u5019&#xff0c;\u4f46\u6211\u4eec\u4e0d\u60f3\u53d1\u5e03 v1\u3002\u6211\u7684\u610f\u601d\u662f&#xff0c;Jeff\u00a0\u77e5\u9053\u5b83\u80fd\u884c\u3002\u5176\u4ed6\u8bb8\u591a\u4eba\u4e5f\u77e5\u9053\u5b83\u80fd\u884c&#xff0c;\u4f46\u5b83\u8fd8\u6ca1\u6709\u88ab\u5e7f\u6cdb\u8bc1\u660e\u3002<\/p>\n<p>v2 \u662f\u6211\u4eec\u7b2c\u4e00\u6b21\u7528\u4e8e\u8bad\u7ec3\u3002\u6240\u4ee5\u5230\u4e86 v3 \u7684\u65f6\u5019&#xff0c;\u5927\u5bb6\u90fd\u89c9\u5f97&#xff1a;\u201c\u6211\u7684\u5929\u54ea&#xff0c;\u8fd9\u4e1c\u897f\u662f\u771f\u7684\u725b\u3002\u5176\u4ed6\u4eba\u4e5f\u80fd\u5229\u7528\u5b83\u3002\u201d \u800c\u4e14\u6211\u8ba4\u4e3a\u6211\u4eec\u770b\u5230\u4e86\u4e16\u754c\u4e0a\u673a\u5668\u5b66\u4e60\u7684\u5e94\u7528\u6b63\u5728\u4e0d\u65ad\u589e\u957f&#xff0c;\u5bf9\u5427&#xff1f;\u6bd4\u5982\u00a0Google\u00a0\u5728\u91c7\u7528\u8fd9\u9879\u6280\u672f\u65b9\u9762\u8d70\u5f97\u6bd4\u8f83\u9760\u524d&#xff0c;\u4f46\u6211\u4eec\u770b\u5230\u8bb8\u591a\u4e0d\u540c\u7684\u516c\u53f8\u548c\u673a\u6784\u4e5f\u610f\u8bc6\u5230&#xff0c;\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u89e3\u51b3\u4ed6\u4eec\u5173\u5fc3\u7684\u95ee\u9898\u3002\u00a0<\/p>\n<p>David Rosenthal&#xff1a;\u4f46\u4e0e\u6b64\u540c\u65f6&#xff0c;\u6211\u6562\u80af\u5b9a&#xff0c;Google\u00a0\u5185\u90e8\u7684\u9700\u6c42\u7edd\u5bf9\u8db3\u4ee5\u6d88\u5316\u6389\u4f60\u4eec\u751f\u4ea7\u51fa\u6765\u7684\u6bcf\u4e00\u4e2a\u65b0\u589e\u7684 TPU\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u73b0\u5728\u4f9d\u7136\u5982\u6b64\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a&#xff0c;\u8fd9\u5f53\u7136\u5c31\u53d8\u6210\u4e86\u201c\u4f60\u5982\u4f55\u5c06\u4f60\u7684\u60f3\u6cd5\u878d\u5165 TPU\u201d\u7684\u53e6\u4e00\u79cd\u53d8\u4f53&#xff0c;\u5b83\u662f\u4e00\u4e2a\u6295\u8d44\u7ec4\u5408\u3002\u6211\u8ba4\u4e3a\u5b83\u5c31\u662f\u4e00\u4e2a\u6295\u8d44\u7ec4\u5408\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u6211\u4eec\u6781\u5176\u5e78\u8fd0&#xff0c;\u6211\u4eec\u62e5\u6709\u4e91\u670d\u52a1&#xff0c;\u6211\u4eec\u62e5\u6709\u4e16\u754c\u9886\u5148\u7684\u7814\u7a76\u5b9e\u9a8c\u5ba4&#xff0c;\u6211\u4eec\u8fd8\u6709\u5404\u79cd\u9762\u5411\u7528\u6237\u7684\u670d\u52a1\u3002\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u6211\u4eec\u62e5\u6709\u5206\u53d1\u6e20\u9053\u3002\u6211\u4eec\u6709 12 \u4e2a\u65e5\u6d3b\u8dc3\u7528\u6237\u8d85\u8fc7 5 \u4ebf\u7684\u670d\u52a1&#xff0c;\u800c\u4e14\u5b83\u4eec\u5168\u90fd\u5728\u4f7f\u7528 TPU\u3002\u597d\u7684\u3002\u90a3\u4e48\u73b0\u5728\u4f60\u53ea\u6709\u6709\u9650\u6570\u91cf\u7684 TPU\u3002\u4f60\u8be5\u5982\u4f55\u5728\u5b83\u4eec\u4e4b\u95f4\u8fdb\u884c\u5206\u914d&#xff1f;\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u60f3\u8bf4&#xff0c;\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\u5e2e\u4e86\u5927\u5fd9\u7684\u4e00\u4ef6\u4e8b\u662f&#xff0c;\u5728 Gemini \u4e4b\u524d&#xff0c;\u6211\u4eec\u6709\u8bb8\u591a\u4e0d\u540c\u79cd\u7c7b\u7684\u6a21\u578b\u88ab\u4e0d\u540c\u56e2\u961f\u7528\u4e8e\u5404\u79cd\u5404\u6837\u7684\u4efb\u52a1\u3002\u6211\u4eec\u6709\u7528\u4e8e\u89c6\u89c9\u4efb\u52a1\u7684\u5377\u79ef\u6a21\u578b\u3002\u6211\u4eec\u6709\u8bb8\u591a\u7528\u4e8e\u63a8\u8350\u7cfb\u7edf\u7684\u6a21\u578b&#xff0c;\u8fd8\u6709\u4e00\u4e9b\u7528\u4e8e\u5e7f\u544a\u9884\u6d4b\u7684\u6a21\u578b&#xff0c;\u800c\u8fd9\u4e9b\u6a21\u578b\u90fd\u6709\u70b9\u622a\u7136\u4e0d\u540c\u3002\u6240\u4ee5&#xff0c;\u5bf9\u4e8e TPU \u786c\u4ef6\u56e2\u961f\u6765\u8bf4&#xff0c;\u8981\u5f04\u6e05\u695a\u6211\u4eec\u5e94\u8be5\u66f4\u770b\u91cd\u54ea\u4e00\u4e2a\u5e76\u4e3a\u5176\u8fdb\u884c\u4f18\u5316&#xff0c;\u5b9e\u9645\u4e0a\u53d8\u5f97\u6709\u70b9\u56f0\u96be&#xff0c;\u56e0\u4e3a\u4f60\u53ef\u80fd\u9700\u8981\u4e0d\u540c\u7c7b\u578b\u7684\u6280\u672f\u3002<\/p>\n<p>\u4f46\u968f\u7740 Transformer \u7684\u4f7f\u7528\u53d8\u5f97\u8d8a\u6765\u8d8a\u666e\u904d&#xff0c;\u4f60\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u8ba9 Transformer \u6a21\u578b\u8fd0\u884c\u5f97\u6781\u5176\u51fa\u8272&#xff0c;\u5c06\u5176\u4f5c\u4e3a\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u7528\u4f8b&#xff0c;\u7ed3\u679c\u4f60\u6700\u7ec8\u8986\u76d6\u7684\u7528\u4f8b\u8303\u56f4&#xff0c;\u6bd4\u6211\u4eec\u4ee5\u524d\u8981\u5927\u5f97\u591a\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u662f\u6700\u8fd1\u624d\u505a\u51fa\u7684\u51b3\u5b9a&#xff0c;\u5bf9\u5427&#xff1f;\u201cAll-in\u201d\u4e00\u4e2a\u8d85\u7ea7\u5927\u6a21\u578b&#xff0c;\u8fd9\u5927\u6982\u662f 2023 \u5e74\u5de6\u53f3\u7684\u51b3\u5b9a\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u662f\u7684&#xff0c;\u6ca1\u9519\u3002\u6211\u7684\u610f\u601d\u662f&#xff0c;\u8fd9\u6b63\u662f 2018 \u5e74 Pathways \u9879\u76ee\u7684\u521d\u8877&#xff0c;\u5f53\u65f6\u7684\u613f\u666f\u5c31\u662f\u6211\u4eec\u5e94\u8be5\u8bad\u7ec3\u4e00\u4e2a\u80fd\u591f\u5904\u7406\u6240\u6709\u6a21\u6001\u7684\u7edf\u4e00\u5927\u6a21\u578b\u3002\u4f46\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u590d\u6742\u4e14\u6f2b\u957f\u3001\u5b8f\u5927\u7684\u8ba1\u5212\u3002\u6240\u4ee5\u6211\u4eec\u82b1\u4e86\u4e00\u6bb5\u65f6\u95f4\u624d\u8d70\u5230\u4eca\u5929\u8fd9\u4e00\u6b65\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u8fd9\u4e2a\u51b3\u5b9a\u5176\u5b9e\u505a\u5f97\u65e9\u5f97\u591a&#xff0c;\u53ea\u662f\u73b0\u5728\u624d\u771f\u6b63\u5b9e\u73b0&#xff0c;\u56e0\u4e3a\u6211\u60f3\u6211\u4eec\u66fe\u7ecf\u7edf\u8ba1\u8fc7&#xff0c;\u6211\u4eec\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u4e0d\u77e5\u9053\u8dd1\u7740\u5927\u6982 1 \u4e07\u4e2a\u4e0d\u540c\u7684\u6a21\u578b\u3002\u00a0\u5176\u4e2d\u5927\u591a\u6570\u53ef\u80fd\u90fd\u662f\u67d0\u4e2a\u6bcd\u6a21\u578b\u7684\u53d8\u4f53&#xff0c;\u4f46\u5927\u5bb6\u90fd\u5728\u6309\u7167\u81ea\u5df1\u7684\u610f\u613f\u8fdb\u884c\u4f18\u5316\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u5982\u679c\u4f60\u7528\u5f53\u521d\u5f97\u51fa1\u4e07\u4e2a\u6a21\u578b\u8fd9\u4e2a\u6570\u5b57\u7684\u76f8\u540c\u6807\u51c6\u6765\u8861\u91cf&#xff0c;\u4f60\u89c9\u5f97\u4eca\u5929\u8fd9\u4e2a\u6570\u5b57\u662f\u591a\u5c11&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u51e0\u767e\u4e2a\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u662f\u7684&#xff0c;\u53ef\u80fd\u53ea\u6709\u51e0\u767e\u4e2a\u3002\u5176\u4e2d\u5c11\u6570\u51e0\u4e2a\u6838\u5fc3\u5927\u6a21\u578b&#xff0c;\u51e0\u4e4e\u627f\u8f7d\u4e86\u7edd\u5927\u90e8\u5206\u7684\u63a8\u7406\u6d41\u91cf\u548c\u7edd\u5927\u90e8\u5206\u7684\u5e94\u7528\u573a\u666f\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u80cc\u540e\u7684\u903b\u8f91&#xff0c;\u662f\u4e0d\u662f\u5b8c\u5168\u5370\u8bc1\u4e86\u4f60\u4e4b\u524d\u63d0\u5230\u7684\u89c2\u70b9&#xff1f;\u201c\u6a21\u578b\u8d8a\u5927&#xff0c;\u6570\u636e\u8d8a\u591a&#xff0c;\u6548\u679c\u8d8a\u597d\u201d&#xff0c;\u53ea\u4e0d\u8fc7\u73b0\u5728\u662f\u6253\u4e86\u9e21\u8840\u7684\u52a0\u5f3a\u7248\u3002\u6211\u4eec\u5e72\u8106\u5c31\u628a\u6240\u6709\u00a0Google\u00a0\u7684\u4ea7\u54c1\u3001\u6240\u6709\u00a0Google\u00a0\u7684\u7528\u6237\u6570\u636e\u4ee5\u53ca\u6240\u6709\u7b2c\u4e09\u65b9\u7684\u6570\u636e&#xff0c;\u5168\u90fd\u5582\u7ed9\u5b83\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u673a\u5668\u5b66\u4e60\u7684\u7ec8\u6781\u68a6\u60f3&#xff0c;\u5c31\u662f\u6784\u5efa\u51fa\u80fd\u591f\u4e3e\u4e00\u53cd\u4e09\u3001\u5904\u7406\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u4e8b\u7269\u7684\u6a21\u578b\u3002\u56e0\u6b64&#xff0c;\u5f53\u4f60\u6784\u5efa\u4e86\u4e00\u4e2a\u89c1\u591a\u8bc6\u5e7f\u7684\u66f4\u5927\u6a21\u578b\u65f6&#xff0c;\u5b83\u80fd\u591f\u6cdb\u5316\u53bb\u5904\u7406\u4f60\u8981\u6c42\u5b83\u505a\u7684\u65b0\u4efb\u52a1\u7684\u53ef\u80fd\u6027&#xff0c;\u5c31\u4f1a\u53d8\u5f97\u9ad8\u5f97\u591a\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u5c31\u662f\u4f60\u5728\u6240\u6709\u8fd9\u4e9b\u6a21\u578b\u7684\u8fdb\u5316\u8fc7\u7a0b\u4e2d\u6240\u770b\u5230\u7684&#xff0c;\u5b83\u4eec\u73b0\u5728\u5df2\u7ecf\u89c1\u8bc6\u8fc7\u79cd\u7c7b\u591a\u5f97\u591a\u7684\u6570\u636e\u3002\u5b83\u4eec\u5728\u4eba\u4eec\u5173\u5fc3\u7684\u4efb\u52a1\u4e0a\u63a5\u53d7\u4e86\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3&#xff0c;\u4ece\u800c\u80fd\u591f\u6cdb\u5316\u5230\u4eba\u4eec\u5173\u5fc3\u7684\u5176\u4ed6\u4efb\u52a1\u4e0a\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4f60\u73b0\u5728\u80fd\u62e5\u6709\u8fd9\u4e9b\u51e0\u4e4e\u65e0\u6240\u4e0d\u80fd\u7684\u5355\u4e00\u7edf\u4e00\u6a21\u578b\u3002\u00a0<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d233e7e9.png\" \/><\/p>\n<h3>\u201c\u63a8\u7406\u9700\u6c42\u6b63\u5728\u8d85\u8d8a\u8bad\u7ec3\u201d&#xff1a;AI \u4e0b\u534a\u573a\u7684\u7ec8\u6781\u74f6\u9888<\/h3>\n<p>David Rosenthal&#xff1a;\u987a\u7740\u8fd9\u4e2a\u601d\u8def&#xff0c;\u6211\u4eec\u521a\u624d\u804a\u4e86\u5f88\u591a\u5386\u53f2&#xff0c;\u56e0\u4e3a\u663e\u7136\u672c\u548c\u6211\u90fd\u70ed\u7231\u5386\u53f2&#xff0c;\u91cd\u6e29\u8fd9\u4e00\u5207\u592a\u6709\u8da3\u4e86\u3002\u4f46\u65e2\u7136\u4eca\u5929\u628a\u4f60\u4eec\u4e24\u4f4d\u8bf7\u5230\u4e86\u8fd9\u91cc&#xff0c;\u5982\u679c\u4e0d\u804a\u804a\u672a\u6765&#xff0c;\u90a3\u5c31\u592a\u5931\u804c\u4e86\u3002<\/p>\n<p>\u4e5f\u8bb8\u6211\u4eec\u53ef\u4ee5\u4ece\u201c\u74f6\u9888\u201d\u8fd9\u4e2a\u8bdd\u9898\u5f00\u59cb\u3002\u80fd\u4e0d\u80fd\u7ed9\u6211\u4eec\u8bb2\u8bb2\u4f60\u4eec\u4eca\u5929\u5de5\u4f5c\u4e2d\u6240\u9762\u4e34\u7684\u73b0\u72b6&#xff1a;\u963b\u788d\u6211\u4eec\u83b7\u5f97\u66f4\u591a\u7b97\u529b\u3001\u66f4\u9ad8\u6027\u80fd\u7684\u74f6\u9888\u7a76\u7adf\u662f\u4ec0\u4e48&#xff1f;\u4ee5\u53ca\u4f60\u4eec\u8ba4\u4e3a\u672a\u6765\u51e0\u5e74\u8fd9\u79cd\u60c5\u51b5\u4f1a\u5982\u4f55\u6539\u53d8&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u7ed9\u51fa\u7684\u4e00\u4e2a\u4e0d\u5e78\u7684\u7b54\u6848\u662f&#xff1a;\u4e00\u5207\u90fd\u662f\u74f6\u9888\u3002\u800c\u4e14\u6211\u975e\u5e38\u786e\u4fe1&#xff0c;\u5982\u679c\u6211\u4eec\u4e0d\u9f50\u5934\u5e76\u8fdb\u5730\u89e3\u51b3\u6240\u6709\u95ee\u9898&#xff0c;\u90a3\u4e48\u90a3\u4e2a\u6211\u4eec\u6ca1\u6709\u53bb\u89e3\u51b3\u7684\u95ee\u9898&#xff0c;\u6700\u7ec8\u5c31\u4f1a\u53d8\u6210\u6211\u4eec\u540e\u6094\u5f53\u521d\u6ca1\u53bb\u89e3\u51b3\u7684\u81f4\u547d\u74f6\u9888\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u7ed9\u6211\u4eec\u76d8\u70b9\u4e00\u4e0b\u5427\u3002\u90fd\u6709\u54ea\u4e9b\u74f6\u9888&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u80fd\u6e90\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u74f6\u9888\u3002\u6211\u4eec\u5df2\u7ecf\u5c06\u5927\u91cf\u5de5\u4f5c\u91cd\u5fc3\u8f6c\u79fb\u5230\u4e86\u4f18\u5316\u6bcf\u74e6\u6027\u80fd\u4e0a\u3002\u6570\u636e\u4e2d\u5fc3&#xff0c;\u5728\u5168\u7403\u5404\u5730\u5efa\u8bbe\u8fd9\u4e9b\u6570\u636e\u4e2d\u5fc3&#xff0c;\u9762\u4e34\u7740\u8bb8\u8bb8\u591a\u591a\u7684\u95ee\u9898\u3002\u5ba1\u6279\u8bb8\u53ef\u3001\u571f\u6728\u65bd\u5de5\u3001\u7535\u6c14\u5de5\u7a0b\u3001\u673a\u68b0\u8bbe\u5907\u7b49\u7b49\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u4f3c\u4e4e\u662f\u00a0Google\u00a0\u548c\u4f60\u4eec\u7684\u540c\u884c\u76ee\u524d\u9762\u4e34\u7684\u6700\u4e25\u5cfb\u6311\u6218\u4e4b\u4e00&#xff0c;\u5c31\u662f\u5982\u4f55\u5b9e\u6253\u5b9e\u5730\u628a\u8fd9\u4e9b\u4e1c\u897f\u5efa\u8d77\u6765\u3002\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u786c\u6838\u7684\u7269\u7406\u8fc7\u7a0b\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u975e\u5e38\u7269\u7406\u7684\u8fc7\u7a0b\u3002\u6362\u53e5\u8bdd\u8bf4&#xff0c;\u6211\u4eec\u5e73\u65f6\u751f\u6d3b\u5728\u5149\u5b50\u548c\u6bd4\u7279\u7684\u4e16\u754c\u91cc\u3002\u4f46\u8fd9\u662f\u539f\u5b50\u7684\u4e16\u754c\u3002\u6211\u7684\u610f\u601d\u662f&#xff0c;\u8fd9\u91cc\u6709\u5927\u91cf\u7684\u6df7\u51dd\u571f\u3001\u5927\u91cf\u7684\u6ce5\u571f\u3001\u5927\u91cf\u7684\u7535\u7f06\u7b49\u7b49\u3002 \u8fd8\u6709\u592a\u9633\u80fd\u7535\u6c60\u677f\u3001\u98ce\u529b\u6da1\u8f6e\u673a\u3001\u6838\u53cd\u5e94\u5806\u2026\u2026\u6240\u4ee5\u8fd9\u4e9b\u90fd\u662f\u74f6\u9888\u3002\u786c\u4ef6\u7edd\u5bf9\u662f\u4e2a\u74f6\u9888\u3002\u6211\u662f\u8bf4&#xff0c;\u8fd9\u662f\u73b0\u5728\u5927\u5bb6\u90fd\u77e5\u9053\u7684\u4e00\u4e2a\u3002\u5b83\u53ef\u80fd\u662f\u53f0\u79ef\u7535\u6216\u5176\u4ed6\u5382\u5546\u7684\u6676\u5706\u3002\u4e5f\u8bb8\u662f\u4e09\u661f\u3001\u82f1\u7279\u5c14\u548c\u5176\u4ed6\u516c\u53f8\u3002\u5b83\u53ef\u80fd\u662f\u5185\u5b58\u3002\u5b83\u53ef\u80fd\u662f\u5370\u5237\u7535\u8def\u2026\u2026<\/p>\n<p>David Rosenthal&#xff1a;\u751a\u81f3\u53ef\u80fd\u662f\u7528\u6765\u628a\u8fd9\u6839\u5c0f\u7535\u7f06\u8fde\u63a5\u5230\u8fd9\u4e2a\u73a9\u610f\u513f\u4e0a\u7684\u90a3\u4e2a\u6a61\u80f6\u5c0f\u914d\u4ef6\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u5728\u65b0\u51a0\u75ab\u60c5\u671f\u95f4&#xff0c;\u6211\u4eec\u6709\u4e2a\u6765\u81ea\u5fb7\u5dde\u4eea\u5668\u7684\u7535\u5bb9\u5668&#xff0c;\u5927\u6982\u53ea\u8981 57 \u7f8e\u5206\u3002\u987a\u4fbf\u8bf4\u4e00\u53e5&#xff0c;\u5b83\u7684\u4ef7\u683c\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7adf\u7136\u98d9\u5347\u5230\u4e86 500 \u7f8e\u5143\u5de6\u53f3&#xff0c;\u800c\u90a3\u6b63\u662f\u5f53\u65f6\u7684\u74f6\u9888\u3002\u4e0d\u4ec5\u662f\u6211\u4eec&#xff0c;\u5176\u4ed6\u6240\u6709\u4eba&#xff0c;\u90fd\u683d\u5728\u4e86\u8fd9\u4e2a\u5c0f\u4e1c\u897f\u4e0a\u3002\u00a0<\/p>\n<p>David Rosenthal&#xff1a;\u7535\u5bb9\u5668\u662f\u7528\u6765\u5438\u6536\u7535\u8377\u7684\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u662f\u7684\u3002\u4e8b\u5b9e\u8bc1\u660e\u5b83\u4eec\u975e\u5e38\u91cd\u8981\u3002\u6240\u4ee5\u8fd9\u4e9b\u90fd\u662f\u74f6\u9888\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u5982\u679c\u4eca\u5929 TPU \u7684\u6570\u91cf\u662f\u4e00\u4e2a\u74f6\u9888&#xff0c;\u5982\u679c\u6211\u7ed9\u4f60\u53cc\u500d\u7684\u9884\u7b97&#xff0c;\u8ba9\u4f60\u53bb\u9020\u53cc\u500d\u6570\u91cf\u7684 TPU&#xff0c;\u800c\u4e14\u4f60\u4e5f\u786e\u5b9e\u505a\u5230\u4e86&#xff0c;\u90a3\u8fd8\u4f1a\u9047\u5230\u74f6\u9888\u5417&#xff1f;\u74f6\u9888\u4f1a\u53d8\u6210\u4ec0\u4e48&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u56de\u987e 2025 \u5e74&#xff0c;\u6211\u60f3\u6211\u4eec\u5728\u8d44\u672c\u652f\u51fa\u4e0a\u5927\u6982\u82b1\u4e86 900 \u4ebf\u7f8e\u5143\u5de6\u53f3&#xff0c;\u4e0d\u7ba1\u5177\u4f53\u6570\u5b57\u662f\u591a\u5c11\u3002\u5bf9\u4e8e 2026 \u5e74&#xff0c;\u6211\u4eec\u5df2\u7ecf\u5ba3\u5e03\u4e86\u5927\u7ea6\u00a01750 \u4ebf\u5230 1850 \u4ebf\u7f8e\u5143\u7684\u8d44\u672c\u652f\u51fa\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u770b\u6765\u6211\u4eec\u6b63\u5728\u628a\u4f60\u7684\u5047\u8bbe\u53d8\u6210\u73b0\u5b9e\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u6bcf\u5929\u90fd\u5728\u7ecf\u5386\u8fd9\u4e9b\u3002\u6211\u7684\u56e2\u961f\u8d1f\u8d23\u5728 2025 \u5e74\u5230 2026 \u5e74\u95f4\u4ea4\u4ed8\u4e24\u500d\u7684\u4ea7\u80fd&#xff0c;\u5c31\u662f\u5b9e\u6253\u5b9e\u5730\u628a TPU\u3001GPU\u3001CPU \u6216\u5176\u4ed6\u4efb\u4f55\u4e1c\u897f\u90e8\u7f72\u5230\u4f4d\u3002\u6211\u89c9\u5f97\u6211\u4eec\u80fd\u505a\u5230\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u60f3\u8bf4\u7684\u4e00\u70b9\u662f&#xff0c;\u63a8\u7406\u80fd\u529b\u5c06\u4f1a\u6210\u4e3a\u4e00\u4e2a\u65e5\u76ca\u7a81\u51fa\u7684\u95ee\u9898&#xff0c;\u56e0\u4e3a\u6211\u4eec\u770b\u5230\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u5bf9\u00a0Token\u00a0\u7684\u9700\u6c42\u6b63\u5728\u7206\u70b8\u5f0f\u589e\u957f\u3002\u968f\u7740\u4eba\u4eec\u5f00\u59cb\u5728\u540e\u53f0\u4efb\u52a1\u4e2d\u4f7f\u7528\u66f4\u591a\u7684\u667a\u80fd\u4f53&#xff0c;\u8fd9\u4e9b\u667a\u80fd\u4f53\u4f1a\u6d88\u8017\u66f4\u591a\u7684 Token\u3002<\/p>\n<p>\u800c\u4e14\u6211\u8ba4\u4e3a&#xff0c;\u4f4e\u5ef6\u8fdf\u5c06\u6210\u4e3a\u4e00\u4e2a\u771f\u6b63\u51b3\u5b9a\u6210\u8d25\u7684\u5173\u952e\u7279\u6027\u3002\u4f60\u4ece v8i \u4e0a\u5c31\u80fd\u770b\u51fa\u6765&#xff0c;\u6211\u4eec\u6b63\u5728\u8ffd\u6c42\u66f4\u4f4e\u7684\u5ef6\u8fdf\u3002<\/p>\n<p>Amin Vahdat&#xff1a;v8i \u786e\u5b9e\u5728\u96c6\u5408\u901a\u4fe1\u64cd\u4f5c\u4e0a\u5b9e\u73b0\u4e865\u500d\u7684\u5ef6\u8fdf\u964d\u4f4e&#xff0c;\u800c\u4e14\u7f51\u7edc\u76f4\u5f84\u4e5f\u66f4\u5c0f\u4e86\u3002\u6240\u4ee5\u8fd9\u5c31\u662f\u96c6\u5408\u52a0\u901f\u5f15\u64ce&#xff0c;\u5b9e\u9645\u4e0a\u662f\u6211\u4eec\u5185\u7f6e\u5728\u677f\u5b50\u4e0a\u7684\u201c\u52a0\u901f\u5668\u7684\u52a0\u901f\u5668\u201d\u3002\u6709\u592a\u591a\u4e0d\u540c\u7684\u90e8\u4ef6\u5728\u534f\u540c\u8fd0\u8f6c\u3002<\/p>\n<p>Ben Gilbert&#xff1a;Google Search\u00a0\u66fe\u7ecf\u4e5f\u5bf9\u901f\u5ea6\u6709\u7740\u8fd1\u4e4e\u72c2\u70ed\u7684\u75f4\u8ff7&#xff0c;\u800c\u8fd9\u4e5f\u662f\u5b83\u7684\u51b3\u5b9a\u6027\u7279\u5f81\u4e4b\u4e00\u3002\u6bd4\u5982&#xff0c;\u76f4\u5230\u641c\u7d22\u8de8\u8d8a\u4e86\u67d0\u4e2a\u901f\u5ea6\u95e8\u69db\u3001\u8d28\u91cf\u95e8\u69db\u7b49\u7b49&#xff0c;\u5b83\u624d\u6210\u4e3a\u4e86\u8fd9\u4e2a\u65e0\u5904\u4e0d\u5728\u7684\u4ea7\u54c1\u3002\u540c\u6837\u7684\u4e8b\u60c5\u4f3c\u4e4e\u6b63\u5728 AI \u9886\u57df\u91cd\u6f14\u3002Jeff&#xff0c;\u4f60\u5e94\u8be5\u662f\u8fd9\u4ef6\u4e8b\u7684\u4eb2\u5386\u8005\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u7eb5\u89c2\u00a0Google\u00a0\u7684\u5386\u53f2&#xff0c;\u6211\u4eec\u4e00\u76f4\u5bf9\u4ea7\u54c1\u7684\u54cd\u5e94\u65f6\u95f4\u75f4\u8ff7\u4e0d\u5df2\u3002\u7279\u522b\u662f\u641c\u7d22&#xff0c;\u5b83\u662f\u6211\u4eec\u65e9\u671f\u771f\u6b63\u6b7b\u78d5\u7684\u9886\u57df\u4e4b\u4e00&#xff0c;\u800c\u4e14\u6211\u4eec\u5b9e\u9645\u4e0a\u53ef\u4ee5\u8861\u91cf\u589e\u52a0\u5ef6\u8fdf\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/p>\n<p>\u6bd4\u5982&#xff0c;\u4f60\u53ef\u4ee5\u6311\u51fa\u5343\u5206\u4e4b\u4e00\u7684\u7528\u6237&#xff0c;\u7ed9\u4ed6\u4eec\u589e\u52a0 5 \u6beb\u79d2\u7684\u5ef6\u8fdf\u3002\u7136\u540e\u4f60\u5c31\u4f1a\u53d1\u73b0\u4ed6\u4eec\u4f7f\u7528\u641c\u7d22\u7684\u9891\u7387\u964d\u4f4e\u4e86\u3002\u8fd9\u53ef\u4e0d\u662f\u4ec0\u4e48\u597d\u4e8b\u3002\u53cd\u4e4b\u4ea6\u7136&#xff0c;\u5982\u679c\u901f\u5ea6\u66f4\u5feb&#xff0c;\u4ed6\u4eec\u5c31\u4f1a\u66f4\u9891\u7e41\u5730\u4f7f\u7528\u641c\u7d22\u3002\u00a0<\/p>\n<p>\u6240\u4ee5\u8fd9\u662f\u6211\u4eec\u975e\u5e38\u5173\u6ce8\u7684\u5730\u65b9&#xff0c;\u800c\u4e14\u6211\u8ba4\u4e3a\u4f60\u5c06\u4f1a\u5f00\u59cb\u770b\u5230&#xff0c;\u6a21\u578b\u5ef6\u8fdf\u8def\u5f84\u4e0a\u7684\u6240\u6709\u73af\u8282\u2014\u2014\u8f6f\u4ef6\u3001\u4e3a\u5176\u6253\u9020\u7684\u66f4\u597d\u786c\u4ef6\u2014\u2014\u90fd\u4f1a\u66f4\u52a0\u4e13\u6ce8\u4e8e\u5c06\u7b97\u529b\u63a8\u5411\u79bb\u7528\u6237\u66f4\u8fd1\u7684\u5730\u65b9&#xff0c;\u4ee5\u6ee1\u8db3\u4ea4\u4e92\u4f7f\u7528\u7684\u9700\u6c42\u3002\u8fd9\u5728\u8fc7\u53bb\u5bf9\u641c\u7d22\u6765\u8bf4\u5e76\u6ca1\u6709\u90a3\u4e48\u91cd\u8981&#xff0c;\u56e0\u4e3a\u5982\u679c\u6570\u636e\u4e2d\u5fc3\u5904\u7406\u65f6\u95f4\u662f 150 \u6beb\u79d2&#xff0c;\u7136\u540e\u6570\u636e\u5728\u7528\u6237\u4e4b\u95f4\u5f80\u8fd4\u9700\u8981 150 \u6beb\u79d2&#xff0c;\u90a3\u7f51\u7edc\u5ef6\u8fdf\u5360\u4e86\u5f88\u5927\u6bd4\u91cd\u3002\u4f46\u8bed\u8a00\u6a21\u578b\u6700\u521d\u7684\u54cd\u5e94\u65f6\u95f4\u66f4\u63a5\u8fd1\u4e00\u79d2&#xff0c;\u90a3\u65f6\u5019 150 \u6beb\u79d2\u7684\u7f51\u7edc\u5ef6\u8fdf\u5c31\u663e\u5f97\u6ca1\u90a3\u4e48\u91cd\u8981\u4e86\u3002<\/p>\n<p>\u4f46\u73b0\u5728&#xff0c;\u5982\u679c\u4f60\u5f00\u59cb\u628a\u54cd\u5e94\u65f6\u95f4\u7f29\u77ed 5 \u500d&#xff0c;\u4f60\u5c31\u4f1a\u89c9\u5f97&#xff1a;\u201c\u597d\u5427&#xff0c;\u90a3\u6211\u6700\u597d\u628a\u8fd9\u4e9b\u670d\u52a1\u5668\u653e\u5728\u7528\u6237\u9694\u58c1&#xff0c;\u800c\u4e0d\u662f\u653e\u5728\u5927\u534a\u4e2a\u56fd\u5bb6\u4e4b\u5916\u3002\u201d\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u6211\u5bf9\u00a0Google\u00a0\u6240\u6709\u8fd9\u4e9b\u4e0d\u540c\u56e2\u961f\u7684\u5fc3\u7406\u6a21\u578b\u662f&#xff1a;\u4f60\u4eec\u5728\u67d0\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u3002\u67d0\u4e2a\u56e2\u961f\u5728\u7f29\u77ed\u54cd\u5e94\u65f6\u95f4\u65b9\u9762\u505a\u51fa\u4e86\u60ca\u4eba\u7684\u6210\u7ee9&#xff0c;\u7136\u540e\u7a81\u7136\u4e4b\u95f4&#xff0c;\u805a\u5149\u706f\u6253\u5230\u4e86\u53e6\u4e00\u4e2a\u5de8\u5927\u7684\u74f6\u9888\u4e0a\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u963f\u59c6\u8fbe\u5c14\u5b9a\u5f8b&#xff08;Amdahl&#039;s law&#xff09;\u5c31\u662f\u8fd9\u6837\u4e00\u79cd\u60c5\u51b5\u2026\u2026\u5728\u00a0Google&#xff0c;\u6ca1\u6709\u54ea\u4e2a\u56e2\u961f\u60f3\u6210\u4e3a\u4e3b\u8981\u7684\u74f6\u9888\u3002\u800c\u6211\u603b\u662f\u544a\u8bc9\u6240\u6709\u56e2\u961f&#xff1a;\u6700\u7ec8\u4f60\u4eec\u90fd\u4f1a\u6210\u4e3a\u4e3b\u8981\u74f6\u9888\u7684\u3002\u8fdf\u65e9\u4f1a\u8f6e\u5230\u4f60\u4eec\u7684\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u5728\u667a\u80fd\u4f53\u7684\u4e16\u754c\u91cc&#xff0c;\u4f60\u770b\u5230\u7684\u662f&#xff1a;\u6a21\u578b\u5148\u505a\u4e00\u4e9b\u4e8b\u60c5&#xff0c;\u7136\u540e\u8c03\u7528\u5de5\u5177&#xff0c;\u63a5\u7740\u83b7\u53d6\u8fd9\u4e9b\u5de5\u5177\u7684\u8f93\u51fa\u5e76\u8fdb\u884c\u5206\u6790&#xff0c;\u6700\u540e\u51b3\u5b9a\u4e0b\u4e00\u6b65\u505a\u4ec0\u4e48&#xff0c;\u8fd9\u53ef\u80fd\u53c8\u662f\u8c03\u7528\u53e6\u4e00\u4e2a\u5de5\u5177\u3002\u5982\u679c\u4f60\u628a\u6a21\u578b\u5904\u7406\u7684\u65f6\u95f4\u964d\u5230\u96f6&#xff0c;\u6211\u60f3\u6211\u4eec\u5c31\u4f1a\u5f00\u59cb\u610f\u8bc6\u5230&#xff0c;\u6211\u4eec\u7684\u5de5\u5177\u592a\u6162\u4e86\u3002<\/p>\n<p>\u5728\u5f88\u591a\u60c5\u51b5\u4e0b&#xff0c;\u6211\u4eec\u7684\u5de5\u5177\u662f\u4e3a\u4eba\u7c7b\u7684\u4ea4\u4e92\u8282\u594f\u800c\u8bbe\u8ba1\u7684&#xff0c;\u6bd4\u5982\u201c\u7ed9\u6211\u5217\u51fa\u76ee\u5f55\u91cc\u7684\u6587\u4ef6\u201d\u6216\u8005\u201c\u6267\u884c SQL \u67e5\u8be2\u5e76\u7ed9\u6211\u7ed3\u679c\u201d\u3002\u5982\u679c\u4f60\u7684\u6a21\u578b\u8c03\u7528\u8fd9\u4e9b\u5de5\u5177\u7684\u901f\u5ea6\u6bd4\u4eba\u7c7b\u5feb 100 \u500d&#xff0c;\u90a3\u8fd9\u4e9b\u5de5\u5177\u7684\u54cd\u5e94\u901f\u5ea6\u5c31\u663e\u5f97\u592a\u7cdf\u7cd5\u4e86\u3002\u00a0<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u5f88\u6709\u8da3\u3002\u6211\u8bb0\u5f97\u5c31\u5728\u51e0\u5e74\u524d&#xff0c;\u6211\u548c AI \u754c\u7684\u4e00\u4e9b\u670b\u53cb\u804a\u5929\u65f6\u8fd8\u8bf4&#xff1a;\u201c\u54e6&#xff0c;AI \u6570\u636e\u4e2d\u5fc3\u5efa\u5728\u54ea\u513f\u90fd\u884c&#xff0c;\u65e0\u6240\u8c13&#xff0c;\u56e0\u4e3a\u5ef6\u8fdf\u6839\u672c\u4e0d\u662f\u4e2a\u4e8b\u513f\u3002\u201d\u5bf9\u4e8e\u8bad\u7ec3\u6765\u8bf4&#xff0c;\u8fd9\u786e\u5b9e\u662f\u771f\u7684\u3002\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6ca1\u9519&#xff0c;\u4f46\u6211\u8ba4\u4e3a\u751a\u81f3\u5bf9\u4e8e\u4efb\u4f55\u4e8b\u60c5&#xff0c;\u5927\u5bb6\u5f53\u65f6\u90fd\u89c9\u5f97&#xff0c;\u54e6\u5bf9&#xff0c;\u5bf9\u4e8e\u79bb\u7ebf\u63a8\u7406\u548c\u5f3a\u5316\u5b66\u4e60\u6765\u8bf4\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u4f46\u73b0\u5728\u60c5\u51b5\u6b63\u5728\u53d1\u751f\u53d8\u5316\u3002\u542c\u8d77\u6765\u8fd9\u9a6c\u4e0a\u5c31\u8981\u53d8\u5929\u4e86\u3002\u79bb\u7ebf\u63a8\u7406\u6709\u54ea\u4e9b\u4f8b\u5b50&#xff1f;\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6bd4\u5982\u4f60\u60f3\u5728\u6bcf\u4e00\u4e2a\u4e0a\u4f20\u7684 YouTube \u89c6\u9891\u4e0a\u8fd0\u884c\u67d0\u4e2a\u6a21\u578b&#xff0c;\u4f60\u9700\u8981\u8fd9\u4e48\u505a&#xff0c;\u4f46\u8fd9\u5e76\u4e0d\u662f\u8bf4\u6709\u4e2a\u7528\u6237\u6b63\u773c\u5df4\u5df4\u5730\u7b49\u7740\u5b89\u5168\u5206\u7c7b\u5668\u7684\u7ed3\u679c\u3002\u6216\u8005\u4f60\u9700\u8981\u5206\u6790\u6211\u4eec\u6293\u53d6\u7684\u6240\u6709\u7f51\u9875\u6765\u505a\u70b9\u4ec0\u4e48\u3002\u8fd9\u79cd\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u6709\u76f8\u5f53\u5927\u7684\u6bd4\u91cd&#xff0c;\u8fd9\u5176\u5b9e\u662f\u4ef6\u597d\u4e8b&#xff0c;\u56e0\u4e3a\u90a3\u65f6\u4f60\u5c31\u4f1a\u60f3\u8981\u4ee5\u541e\u5410\u91cf\u4e3a\u5bfc\u5411\u7684\u82af\u7247&#xff0c;\u800c\u4e0d\u662f\u4ee5\u4f4e\u5ef6\u8fdf\u63a8\u7406\u4e3a\u5bfc\u5411\u7684\u82af\u7247&#xff0c;\u56e0\u4e3a\u4f60\u5bf9\u5ef6\u8fdf\u6ca1\u90a3\u4e48\u5728\u4e4e&#xff0c;\u53ea\u8981\u4eca\u5929\u80fd\u8dd1\u5b8c\u5c31\u884c&#xff0c;\u4f60\u53ef\u4ee5\u628a\u5b83\u4eec\u5168\u90e8\u6253\u5305\u6210\u6279\u5904\u7406\u3002\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u6240\u4ee5\u8fd9\u65f6\u5019\u4f60\u5c31\u53ef\u4ee5\u4f7f\u7528\u8d85\u5927\u7684\u6279\u5904\u7406\u89c4\u6a21&#xff0c;\u800c\u5728\u8fd9\u65b9\u9762 v8t \u6bd4 v8i \u66f4\u5728\u884c\u3002\u6240\u4ee5&#xff0c;\u53ea\u8981\u4f60\u6709\u5927\u6279\u91cf\u7684\u4efb\u52a1\u8981\u5904\u7406&#xff0c;v8t \u5b9e\u9645\u4e0a\u5728\u63a8\u7406\u65b9\u9762\u8868\u73b0\u5f97\u6781\u5176\u51fa\u8272\u3002<\/p>\n<p>David Rosenthal&#xff1a;\u5982\u679c\u6211\u4eec\u5728 2023 \u5e74\u8fdb\u884c\u8fd9\u573a\u5bf9\u8bdd&#xff0c;\u6211\u95ee\u66f4\u591a\u7684\u7b97\u529b\u662f\u6d41\u5411\u4e86\u8bad\u7ec3\u8fd8\u662f\u63a8\u7406&#xff1f;\u6211\u60f3\u7b54\u6848\u80af\u5b9a\u662f\u8bad\u7ec3\u3002\u73b0\u5728\u60c5\u51b5\u53cd\u8f6c\u4e86\u5417&#xff1f;<\/p>\n<p>Amin Vahdat&#xff1a;\u6b63\u5728\u53cd\u8f6c\u3002\u5929\u5e73\u6b63\u5728\u503e\u659c\u3002<\/p>\n<p style=\"text-align: left\"><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d2348361.png\" \/><\/p>\n<h3>75% \u4ee3\u7801\u5df2\u7531 AI \u63a5\u7ba1&#xff1f;<\/h3>\n<p>David Rosenthal&#xff1a;\u8bf4\u5230\u53cd\u8f6c&#xff0c;\u6211\u4eec\u521a\u624d\u4e00\u76f4\u5728\u8c08\u8bba\u672a\u6765\u7684\u74f6\u9888\u3002\u4f46\u8fd9\u6b21 Google Cloud Next \u7684 Keynote \u4e0a\u8bf4&#xff0c;Google \u73b0\u5728 75% \u7684\u4ee3\u7801\u90fd\u662f AI \u5199\u7684&#xff1f;<\/p>\n<p>Amin Vahdat&#xff1a;\u662f\u6709\u8fd9\u4e48\u4e2a\u7edf\u8ba1\u6570\u636e&#xff0c;\u6211\u4e0d\u77e5\u9053\u51c6\u4e0d\u51c6\u786e\u3002\u5b83\u4ece\u53bb\u5e74\u7684 50% \u8dc3\u5347\u5230\u4e86 75%\u3002\u6211\u60f3\u8fd9\u5927\u6982\u662f\u667a\u80fd\u4f53\u548c\u4ee3\u7801\u6a21\u578b\u5171\u540c\u7684\u529f\u52b3\u3002<\/p>\n<p>David Rosenthal&#xff1a;Google\u00a0\u76ee\u524d\u7684\u7f16\u7a0b\u73b0\u72b6\u662f\u600e\u6837\u7684&#xff1f;\u5b83\u53d8\u5316\u5f97\u6709\u591a\u5feb&#xff1f;<\/p>\n<p>Jeff Dean&#xff1a;\u5b9e\u9645\u4e0a&#xff0c;\u6211\u4eec\u4f7f\u7528\u7f16\u7a0b\u52a9\u624b\u5df2\u7ecf\u6709\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4e86&#xff0c;\u800c\u4e14\u6211\u4eec\u773c\u770b\u7740\u8fd9\u4e9b\u6570\u636e\u4e00\u8def\u6500\u5347\u3002\u6709\u4e00\u5e74\u5927\u6982\u662f 8%&#xff0c;\u51e0\u4e2a\u6708\u540e&#xff0c;\u63d0\u4ea4\u5230\u6211\u4eec\u4ee3\u7801\u5e93\u7684\u5b57\u7b26\u4e2d\u5c31\u6709 16% \u662f\u5b83\u4eec\u5199\u7684&#xff0c;\u7136\u540e\u662f 25%\u3002\u800c\u5728\u8fc7\u53bb\u5927\u6982\u56db\u4e2a\u6708\u91cc&#xff0c;\u8fd9\u4e2a\u6570\u5b57\u771f\u7684\u662f\u5448\u7206\u70b8\u5f0f\u589e\u957f&#xff0c;\u56e0\u4e3a\u73b0\u5728\u7684\u6a21\u578b\u80fd\u591f\u5904\u7406\u8fd0\u884c\u65f6\u95f4\u957f\u5f97\u591a\u3001\u590d\u6742\u5f97\u591a\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u6240\u4ee5\u73b0\u5728\u4f60\u5b9e\u9645\u4e0a\u53ef\u4ee5\u5bf9\u5b83\u8bf4&#xff1a;\u201c\u80fd\u4e0d\u80fd\u5e2e\u6211\u5199\u4e00\u4e2a\u6a21\u5757&#xff0c;\u5927\u81f4\u7684\u9876\u5c42\u82f1\u6587\u9700\u6c42\u662f\u8fd9\u6837\u7684&#xff1f;\u201d \u7136\u540e\u5b83\u5c31\u4f1a\u771f\u7684\u8dd1\u53bb\u628a\u4ee3\u7801\u5199\u51fa\u6765&#xff0c;\u5e76\u4e14\u987a\u5e26\u5199\u4e00\u5927\u5806\u6d4b\u8bd5\u7528\u4f8b\u3002\u8fd9\u5728\u8fc7\u53bb\u53ef\u80fd\u662f\u597d\u51e0\u4e2a\u5c0f\u65f6\u3001\u751a\u81f3\u597d\u51e0\u5929\u7684\u5de5\u4f5c\u91cf&#xff0c;\u800c\u73b0\u5728\u6a21\u578b\u53ef\u4ee5\u81ea\u4e3b\u5b8c\u6210\u8fd9\u4e00\u5207\u3002<\/p>\n<p>\u6240\u4ee5\u4f60\u4f1a\u770b\u5230\u5927\u5bb6\u90fd\u5728\u5145\u5206\u5229\u7528\u8fd9\u4e00\u70b9&#xff0c;\u56e0\u4e3a\u7a81\u7136\u4e4b\u95f4&#xff0c;\u4f5c\u4e3a\u4e00\u540d\u8f6f\u4ef6\u5f00\u53d1\u8005&#xff0c;\u4f60\u53ef\u4ee5\u6307\u6325\u4e00\u5927\u5806\u8fd9\u6837\u7684\u540e\u53f0\u4efb\u52a1&#xff0c;\u4ece\u800c\u5b8c\u6210\u6bd4\u8fc7\u53bb\u591a\u5f97\u591a\u7684\u5de5\u4f5c&#xff0c;\u800c\u8fc7\u53bb\u4f60\u53ef\u80fd\u53ea\u80fd\u4ea4\u7ed9\u5b83\u4e00\u4e2a 20 \u5206\u949f\u7ea7\u522b\u7684\u4efb\u52a1&#xff0c;\u800c\u4e14\u5b83\u8fd8\u4e0d\u4e00\u5b9a\u80fd\u505a\u5bf9\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u5f53\u8fd9\u4e2a\u6570\u5b57\u8fbe\u5230 99% \u800c\u4e0d\u662f 100% \u7684\u65f6\u5019&#xff0c;\u6700\u540e\u90a3 1% \u7531\u4eba\u7c7b\u7f16\u5199\u7684\u4f1a\u662f\u4ec0\u4e48\u7c7b\u578b\u7684\u4ee3\u7801&#xff1f;\u00a0<\/p>\n<p>Jeff Dean&#xff1a;\u6211\u8ba4\u4e3a&#xff0c;\u201c\u77e5\u9053\u8be5\u53bb\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u201d\u8574\u542b\u7740\u5de8\u5927\u7684\u6760\u6746\u6548\u5e94\u3002\u800c\u4e14\u6211\u8ba4\u4e3a&#xff0c;\u8fd9\u5c06\u662f\u8fd9\u4e9b\u6a21\u578b\u6700\u96be\u771f\u6b63\u7406\u89e3\u7684\u4e8b\u60c5\u4e4b\u4e00&#xff0c;\u90a3\u5c31\u662f&#xff1a;\u4f60\u5230\u5e95\u5e94\u8be5\u53bb\u7814\u7a76\u4ec0\u4e48\u95ee\u9898&#xff1f;\u800c\u4eba\u7c7b\u5728\u8fd9\u79cd\u9009\u62e9\u8fc7\u7a0b\u4e2d&#xff0c;\u6709\u7740\u4e0d\u53ef\u601d\u8bae\u7684\u5929\u8d4b\u3002<\/p>\n<p>David Rosenthal&#xff1a;\u8fd9\u573a\u5bf9\u8bdd\u592a\u7cbe\u5f69\u4e86\u3002\u4e5f\u8bb8\u4f5c\u4e3a\u6536\u5c3e\u7684\u6700\u540e\u4e00\u4e2a\u95ee\u9898\u3002\u5728\u4f60\u4eec\u4e24\u4f4d\u7684\u804c\u4e1a\u751f\u6daf\u4e2d&#xff0c;\u90fd\u7ecf\u5386\u8fc7\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u6280\u672f\u677f\u5757\u5927\u78b0\u649e&#xff0c;\u65e0\u8bba\u662f\u4e92\u8054\u7f51&#xff0c;\u8fd8\u662f\u79fb\u52a8\u8bbe\u5907\u3001\u4e91\u8ba1\u7b97&#xff0c;\u4ee5\u53ca\u968f\u4e4b\u800c\u6765\u7684\u4e00\u5207\u3002\u6211\u5f88\u597d\u5947&#xff0c;\u4ee5\u4f60\u4eec\u4eca\u5929\u7684\u4eb2\u8eab\u7ecf\u5386\u6765\u770b&#xff0c;\u73b0\u5728\u6b63\u5728\u7ecf\u5386\u7684\u8fd9\u573a AI \u53d8\u9769&#xff0c;\u4e0e\u8fc7\u53bb\u76f8\u6bd4\u611f\u89c9\u5982\u4f55&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u5bf9\u6211\u6765\u8bf4&#xff0c;\u8fd9\u662f\u8fc4\u4eca\u4e3a\u6b62\u6700\u5927\u7684\u4e00\u6b21\u3002\u6211\u8bb0\u5f97\u2014\u2014\u90a3\u5df2\u7ecf\u662f\u633a\u4e45\u4ee5\u524d\u7684\u4e8b\u4e86\u2014\u2014\u5728 1993 \u5e74\u770b\u5230 NCSA Mosaic\u3002\u90a3\u771f\u7684\u662f\u7b2c\u4e00\u4e2a\u56fe\u5f62\u5316\u7f51\u9875\u6d4f\u89c8\u5668\u3002\u6211\u5f53\u65f6\u60f3&#xff1a;\u201c\u6211\u7684\u5929\u54ea&#xff0c;\u4e16\u754c\u53d8\u5929\u4e86\u3002\u201d \u7136\u540e\u4e92\u8054\u7f51\u5c31\u7206\u53d1\u4e86\u3002<\/p>\n<p>\u4f46\u8fd9\u6b21\u7684\u89c4\u6a21\u8981\u5927\u5f97\u591a\u3002\u5982\u679c\u6211\u56de\u60f3\u4ece 1993 \u5e74\u5230\u4e92\u8054\u7f51\u771f\u6b63\u4ee5\u6709\u610f\u4e49\u7684\u65b9\u5f0f\u6539\u53d8\u4e16\u754c&#xff0c;\u5927\u6982\u82b1\u4e86\u5341\u5e74\u65f6\u95f4&#xff0c;\u4e5f\u8bb8\u7a0d\u5fae\u77ed\u4e00\u70b9\u3002\u6211\u8bb0\u5f97\u51e0\u5e74\u524d\u6211\u8fd8\u8bf4\u8fc7&#xff1a;\u201c\u4f60\u77e5\u9053\u5417&#xff0c;\u6709\u4e86 AI \u73b0\u5728\u7684\u7a81\u7834&#xff0c;\u6211\u4eec\u5c06\u4e3a\u6bcf\u4f4d\u60a3\u8005\u914d\u5907\u4e00\u540d\u533b\u751f&#xff0c;\u4e3a\u6bcf\u4e2a\u5b66\u751f\u914d\u5907\u4e00\u540d\u8001\u5e08&#xff0c;\u4e3a\u6bcf\u79cd\u75be\u75c5\u627e\u5230\u6cbb\u6108\u7684\u65b9\u6cd5\u3002\u201d \u6211\u7684\u610f\u601d\u662f&#xff0c;\u8fd9\u4e9b\u90fd\u662f\u5f88\u5927\u80c6\u7684\u9884\u6d4b\u3002\u6211\u5f53\u65f6\u6ca1\u6709\u7ed9\u51fa\u65f6\u95f4\u8868&#xff0c;\u4f46\u73b0\u5728\u770b\u6765&#xff0c;\u8fd9\u5df2\u7ecf\u4e0d\u518d\u50cf\u662f\u79d1\u5e7b\u5c0f\u8bf4\u4e86\u3002<\/p>\n<p>\u6bd4\u5982&#xff0c;\u4f60\u80fd\u60f3\u8c61\u6211\u4eec\u5728\u672a\u6765\u4e94\u5e74\u5185\u5c31\u80fd\u5b9e\u73b0\u5176\u4e2d\u7684\u5f88\u591a\u76ee\u6807\u5417&#xff1f;\u6211\u80fd\u60f3\u8c61\u3002\u8fd9\u662f\u6211\u89c1\u8fc7\u7684\u89c4\u6a21\u6700\u5927\u3001\u901f\u5ea6\u6700\u5feb\u3001\u5f88\u53ef\u80fd\u4e5f\u662f\u6700\u5177\u5f71\u54cd\u529b\u7684\u4e00\u573a\u53d8\u9769\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u8fd9\u662f\u5927\u81ea\u7136\u7684\u89c4\u5f8b\u5417&#xff1f;\u662f\u4e0d\u662f\u5728 10 \u5e74\u540e&#xff0c;\u65e0\u8bba\u4e0b\u4e00\u4e2a\u98ce\u53e3\u662f\u4ec0\u4e48&#xff0c;\u8fd9\u79cd\u60c5\u51b5\u90fd\u4f1a\u518d\u6b21\u4e0a\u6f14&#xff1f;\u5386\u53f2\u8fd8\u4f1a\u91cd\u6f14\u5417&#xff1f;\u00a0<\/p>\n<p>Amin Vahdat&#xff1a;\u8fd9\u4e9b\u53d8\u9769\u53d1\u751f\u7684\u901f\u5ea6\u2014\u2014\u4e5f\u8bb8\u6211\u5728\u8fd9\u65b9\u9762\u7814\u7a76\u5f97\u8fd8\u4e0d\u591f\u6df1\u5165\u3002\u6211\u7684\u610f\u601d\u662f&#xff0c;\u5982\u679c\u4f60\u60f3\u60f3\u7b2c\u4e00\u6b21\u5de5\u4e1a\u9769\u547d\u3001\u7535\u529b\u3001\u5185\u71c3\u673a&#xff0c;\u4f60\u518d\u60f3\u60f3\u592a\u7a7a\u65f6\u4ee3\u3001\u6838\u80fd&#xff0c;\u4f60\u518d\u60f3\u60f3\u4fe1\u606f\u65f6\u4ee3&#xff0c;\u6240\u6709\u8fd9\u4e9b\u53d8\u9769\u73b0\u5728\u90fd\u6765\u5f97\u8d8a\u6765\u8d8a\u5feb&#xff0c;\u5f71\u54cd\u4e5f\u8d8a\u6765\u8d8a\u5927\u3002\u8fd9\u662f\u6700\u65b0\u7684\u4e00\u6b21\u3002\u5b83\u662f\u6700\u65b0\u7684&#xff0c;\u4e5f\u662f\u6700\u5927\u7684\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u731c\u60f3&#xff0c;\u6211\u4e0d\u77e5\u9053\u4f1a\u4e0d\u4f1a\u662f 10 \u5e74&#xff0c;\u4f46\u5728\u672a\u6765 10 \u5230 20 \u5e74\u7684\u67d0\u4e2a\u65f6\u5019&#xff0c;\u6211\u4eec\u5c06\u8fce\u6765\u4e0b\u4e00\u6b21\u3002<\/p>\n<p>Jeff 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Vahdat&#xff1a;\u4e0d\u8fc7&#xff0c;\u4f5c\u4e3a\u4e00\u4e2a\u641e\u57fa\u7840\u8bbe\u65bd\u7684\u4eba&#xff0c;\u6211\u53ef\u4ee5\u6ee1\u6000\u4fe1\u5fc3\u5730\u9884\u6d4b\u4e00\u4ef6\u4e8b&#xff1a;\u65e0\u8bba\u672a\u6765\u5982\u4f55&#xff0c;\u5b83\u90fd\u5c06\u9700\u8981\u6d77\u91cf\u7684\u7b97\u529b\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u800c\u4e14\u6c38\u8fdc\u90fd\u4f1a\u6709\u74f6\u9888\u3002<\/p>\n<p>Amin Vahdat&#xff1a;\u6211\u8ba4\u4e3a\u4e13\u4e1a\u5316\u5b9a\u5236\u5c06\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n<p>Jeff Dean&#xff1a;\u4e13\u4e1a\u5316\u7edd\u5bf9\u4f1a\u6210\u4e3a\u91cd\u5934\u620f\u3002\u5c24\u5176\u662f\u786c\u4ef6\u7684\u4e13\u4e1a\u5316\u5b9a\u5236\u3002<\/p>\n<p>Ben Gilbert&#xff1a;\u8003\u8651\u5230\u6211\u4eec\u4eca\u5929\u6240\u5904\u7684\u65f6\u4ee3&#xff0c;\u4ee5\u53ca\u684c\u4e0a\u6446\u7740\u7684\u8fd9\u4e9b\u201c\u8001\u670b\u53cb\u201d&#xff0c;\u611f\u89c9\u5728\u8fd9\u91cc\u6536\u5c3e\u7b80\u76f4\u518d\u5b8c\u7f8e\u4e0d\u8fc7\u4e86\u3002<\/p>\n<p>&#xff08;\u6295\u7a3f\u6216\u5bfb\u6c42\u62a5\u9053&#xff1a;zhanghy&#064;csdn.net&#xff09;<\/p>\n<p>\u63a8\u8350\u9605\u8bfb&#xff1a;<\/p>\n<ul>\n<li>\n<p>AI\u7f16\u7a0b\u7684\u201c\u4f5c\u574a\u65f6\u4ee3\u201d\u5373\u5c06\u7ec8\u7ed3&#xff01;Google Cloud\u5168\u5957\u4f01\u4e1a\u7ea7\u201c\u9a7e\u9a6d\u5de5\u7a0b\u201d\u5e95\u5ea7&#xff0c;\u6b63\u5728\u91cd\u6784\u5f00\u53d1\u8005\u7684\u4e00\u5207<\/p>\n<\/li>\n<li>\n<p>AI\u7ade\u4e89\u7684\u7ec8\u5c40\u4e0d\u662f\u6a21\u578b&#xff0c;\u662f\u7cfb\u7edf\u7edf\u6cbb\u529b&#xff01;Google\u75281850\u4ebf\u7f8e\u91d1\u710a\u6b7b\u4e94\u5c42\u667a\u80fd\u4f53\u751f\u6001 | \u89e3\u8bfb Google Cloud Next 26<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260725011059-6a640d2351f4c.gif\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u63ed\u79d8\u90a3\u4e9b\u5199\u5728\u6559\u79d1\u4e66\u4e4b\u5916\u7684\u786c\u6838\u9ed1\u5386\u53f2\u4e0e\u5e95\u5c42\u903b\u8f91\u3002\u56fe\u6587 | Gemini AI \u5c0f\u5206\u961f\u8d23\u7f16 | CSDN \u7f16\u8f91\u90e8\u51fa\u54c1\u4e28AI \u79d1\u6280\u5927\u672c\u8425&#xff08;ID&#xff1a;rgznai100&#xff09;\u5728 Google Cloud Next \u7684\u4e3b\u821e\u53f0\u4e0a&#xff0c;\u4e24\u5757\u6cdb\u7740\u91d1\u5c5e\u51b7\u5149\u7684\u82af\u7247\u88ab\u7a33\u7a33\u5730\u6446\u5728\u684c\u9762\u4e0a\u3002\u5de6\u8fb9\u90a3\u5757\u7a0d\u5fae\u539a\u91cd\u4e00\u70b9&#xff0c;\u53f3\u8fb9\u90a3\u5757\u5219\u663e\u5f97\u66f4\u52a0\u7d27\u51d1\u3002\u6b64\u65f6\u7684\u53f0\u4e0b&#xff0c;\u5750\u7740\u6570\u5343\u540d\u521a\u521a\u542c\u5b8c Keynote \u4e00\u7cfb\u5217\u5927\u6a21\u578b\u65b0\u529f\u80fd\u53d1\u5e03\u7684\u5f00\u53d1\u8005&#xff1b;\u800c\u5728<\/p>\n","protected":false},"author":2,"featured_media":82437,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-82449","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u201c\u4e3a\u4e86\u4e00\u4e2a\u529f\u80fd\uff0c\u9700\u8981\u518d\u9020\u4e00\u4e2aGoogle\uff01\u201dJeff Dean\u6700\u65b0\u5bf9\u8bdd\uff1aTPU\u7684\u8bde\u751f\uff0c\u4e0e\u90a3\u4e9b\u5dee\u70b9\u628a\u670d\u52a1\u5668\u70e7\u4e86\u7684\u75af\u72c2\u5f80\u4e8b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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