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A\uff1a\u62ff\u5f53\u524d\u6700\u5f3a\u7684\u901a\u7528\u6a21\u578b\u53bb\u6d4b\u4f60\u60f3\u505a\u7684\u9886\u57df\uff0c\u5982\u679c\u6a21\u578b\u6210\u529f\u7387\u5728 0% \u6216 1%\uff0c\u90a3\u662f\u597d\u4fe1\u53f7\uff1b\u5982\u679c\u5728 20%\uff0c\u90a3\u662f\u5371\u9669\u4fe1\u53f7\uff0c\u8bf4\u660e\u80fd\u529b\u5df2\u7ecf\u840c\u82bd\uff0c\u4e0b\u4e00\u4ee3\u6a21\u578b\u5f88\u5feb\u4f1a\u8986\u76d6\u3002<\/p>\n

Q\uff1a\u5f53 Agent \u5199\u5b8c\u6240\u6709\u4ee3\u7801\uff0c\u4ec0\u4e48\u6280\u80fd\u53d8\u5f97\u7a00\u7f3a\uff1f<\/strong><\/p>\n

A\uff1a\u54c1\u5473\uff0c\u77e5\u9053\u8be5\u8ba9\u4f60\u7684 Agent \u53bb\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\u3002\u4e00\u662f\u9760\u89e3\u51b3\u8fc7\u5927\u91cf\u95ee\u9898\u7684\u7ecf\u9a8c\uff0c\u4e8c\u662f\u5199\u4e0b\u4f60\u89c9\u5f97\u672a\u6765 12 \u4e2a\u6708\u53ef\u80fd\u91cd\u8981\u7684\u5341\u4ef6\u4e8b\uff0c\u4e00\u5e74\u540e\u56de\u6765\u590d\u76d8\u54ea\u4e9b\u771f\u7684\u53d8\u91cd\u8981\u4e86\uff0c\u4e09\u662f\u505a\u75af\u72c2\u7684\u601d\u60f3\u5b9e\u9a8c\uff0c\u6bd4\u5982\u201c\u5982\u679c\u6676\u4f53\u7ba1\u6bcf\u5929\u51fa\u9519 20 \u6b21\u800c\u4e0d\u662f\u6bcf\u4e00\u767e\u4e07\u5e74\u4e00\u6b21\uff0c\u7cfb\u7edf\u8be5\u600e\u4e48\u8bbe\u8ba1\uff1f\u201d<\/p>\n

\u9ad8\u6027\u80fd\u3001\u4f4e\u80fd\u8017\u7684\u63a8\u7406\u786c\u4ef6\u9769\u547d<\/strong><\/p>\n

Diana\uff1a\u53bb\u5e74 5 \u6708\u5728 AI Ascent \u5927\u4f1a\u4e0a\uff0c\u4f60\u8bf4\u5230 2026 \u5e74\u5de6\u53f3\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u80fd\u591f\u5168\u5929\u5019\u5de5\u4f5c\u3001\u80fd\u529b\u63a5\u8fd1\u521d\u7ea7\u5de5\u7a0b\u5e08\u7684 AI \u7cfb\u7edf\uff0c\u73b0\u5728\u6211\u4eec\u79bb\u8fd9\u4e2a\u9884\u6d4b\u6709\u591a\u8fd1\uff1f<\/p>\n

Jeff\uff1a\u6211\u89c9\u5f97\u6a21\u578b\u5728\u5904\u7406\u57fa\u4e8e Agent \u7684\u957f\u65f6\u95f4\u8fd0\u884c\u7f16\u7801\u4efb\u52a1\u65b9\u9762\u8fdb\u6b65\u975e\u5e38\u5927\u3002\u73b0\u5728\u770b\u8d77\u6765\u5f88\u660e\u663e\uff0c\u5b83\u4eec\u786e\u5b9e\u5df2\u7ecf\u76f8\u5f53\u6709\u80fd\u529b\u4e86\uff0c\u53d6\u51b3\u4e8e\u4f60\u5bf9\u201c\u521d\u7ea7\u5de5\u7a0b\u5e08\u201d\u7684\u7cbe\u786e\u5b9a\u4e49\uff0c\u8fd9\u4e2a\u9884\u6d4b\u73b0\u5728\u770b\u6765\u76f8\u5f53\u51c6\u786e\u3002<\/p>\n

Diana\uff1a\u90a3\u4f60\u5f53\u65f6\u4f4e\u4f30\u4e86\u4ec0\u4e48\uff1f<\/p>\n

Jeff\uff1a\u6211\u8ba4\u4e3a\u5904\u7406\u8d8a\u6765\u8d8a\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u5176\u589e\u957f\u901f\u5ea6\u6bd4\u6211\u9884\u60f3\u7684\u8981\u5feb\u5f97\u591a\u3002\u800c\u4e14\uff0c\u5728\u7f16\u7801\u4e4b\u5916\u7684\u9886\u57df\uff0c\u8fd9\u4e9b\u57fa\u4e8e Agent \u7684\u7cfb\u7edf\u4e5f\u5f00\u59cb\u771f\u6b63\u5d2d\u9732\u5934\u89d2\uff0c\u6211\u8ba4\u4e3a\u8fd9\u5c06\u662f\u672a\u6765\u4e00\u4e2a\u91cd\u8981\u7684\u8d8b\u52bf\u3002<\/p>\n

Diana\uff1a\u4f60\u89c9\u5f97 2027 \u5e74\u7248\u7684\u9884\u6d4b\u4f1a\u662f\u4ec0\u4e48\uff1f<\/p>\n

Jeff\uff1a\u6211\u8ba4\u4e3a\u4f60\u4f1a\u770b\u5230\u66f4\u591a\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u81ea\u8eab\u7684\u81ea\u52a8\u5316\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5c31\u662f\u8ba9\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u901a\u8fc7\u8fd0\u884c\u5927\u91cf\u5b9e\u9a8c\u6765\u63d0\u5347\u81ea\u5df1\u7684\u80fd\u529b\uff0c\u628a\u95ee\u9898\u5206\u89e3\u6210\u5b50\u95ee\u9898\uff0c\u5728\u7d27\u5bc6\u7684\u81ea\u52a8\u5b9e\u9a8c\u5faa\u73af\u4e2d\u8fd0\u884c\u8fd9\u4e9b\u5b50\u95ee\u9898\uff0c\u7136\u540e\u628a\u7ed3\u679c\u6574\u5408\u8d77\u6765\uff0c\u4ece\u8fd9\u79cd\u5168\u81ea\u52a8\u7684\u95ee\u9898\u5206\u89e3\u548c\u81ea\u52a8\u5316\u5b9e\u9a8c\u4e2d\u5f97\u5230\u4e00\u4e2a\u6539\u8fdb\u540e\u7684\u7cfb\u7edf\u3002\u800c\u4e14\u8fd9\u4e0d\u4ec5\u9002\u7528\u4e8e\u673a\u5668\u5b66\u4e60\uff0c\u4e5f\u9002\u7528\u4e8e\u79d1\u5b66\u548c\u5de5\u7a0b\u7684\u5176\u4ed6\u9886\u57df\u3002\u57fa\u672c\u4e0a\u4efb\u4f55\u6709\u53ef\u8861\u91cf\u76ee\u6807\u7684\u4e8b\u60c5\uff0c\u5982\u4eca\u90fd\u80fd\u53d6\u5f97\u5f88\u5927\u8fdb\u5c55\u3002<\/p>\n

Diana\uff1a2001 \u5e74\uff0cGoogle \u641c\u7d22\u8fd8\u662f\u8dd1\u5728\u786c\u76d8\u4e0a\u7684\u3002\u4f60\u548c Sanjay \u7b97\u4e86\u4e00\u7b14\u8d26\uff0c\u610f\u8bc6\u5230\u5728\u67d0\u4e2a\u65f6\u95f4\u70b9\uff0c\u6574\u4e2a\u641c\u7d22\u7d22\u5f15\u7ec8\u4e8e\u80fd\u88c5\u8fdb\u6240\u6709\u8fd0\u884c\u4e2d\u8ba1\u7b97\u673a\u7684\u5185\u5b58\u91cc\u3002\u4f60\u4eec\u505a\u51fa\u4e86\u90a3\u4e2a\u6fc0\u8fdb\u7684\u51b3\u5b9a\uff0c\u57fa\u672c\u4e0a\u5728\u51e0\u5929\u4e4b\u5185\u5c31\u548c Sanjay \u4e00\u8d77\u628a\u4e00\u5957\u5168\u65b0\u7684\u3001\u57fa\u4e8e\u5185\u5b58\u800c\u975e\u786c\u76d8\u7684\u641c\u7d22\u7248\u672c\u63a8\u5230\u4e86\u751f\u4ea7\u73af\u5883\uff0c\u6b63\u662f\u8fd9\u4ef6\u4e8b\u8ba9 Google \u6210\u4e3a\u4e86\u4eca\u5929\u7684 Google\u3002<\/p>\n

\u5386\u53f2\u603b\u662f\u5728\u91cd\u6f14\uff0c\u90a3\u4e48\u5728 2026 \u5e74\u7684\u5f53\u4e0b\uff0c\u90a3\u4e2a\u201c\u80fd\u88c5\u8fdb\u5185\u5b58\u4e86\u201d\u7684\u65f6\u523b\u662f\u4ec0\u4e48\uff1f\u5728\u5ea7\u6240\u6709\u4eba\u90fd\u5e94\u8be5\u601d\u8003\u548c\u8bbe\u8ba1\u7684\u90a3\u4e2a\u8f6c\u6298\u70b9\u5728\u54ea\u91cc\uff1f<\/p>\n

Jeff\uff1a\u60c5\u51b5\u6709\u4e9b\u4e0d\u540c\uff0c\u4f46\u6211\u60f3\u8bf4\u7684\u662f\uff0c\u4f60\u4f1a\u770b\u5230\u8d8a\u6765\u8d8a\u591a\u9ad8\u6027\u80fd\u3001\u4f4e\u80fd\u8017\u7684\u63a8\u7406\u786c\u4ef6\u7cfb\u7edf\u51fa\u73b0\u3002\u56e0\u4e3a\u73b0\u5728\u5927\u5bb6\u90fd\u610f\u8bc6\u5230\uff0c\u63a8\u7406\u662f\u8ba9\u8fd9\u4e9b Agent \u7cfb\u7edf\u89e6\u8fbe\u66f4\u591a\u4eba\u7684\u5173\u952e\u3002\u5ef6\u8fdf\u771f\u7684\u5f88\u91cd\u8981\uff0c\u800c\u786c\u4ef6\u7684\u4e13\u95e8\u5316\u662f\u8ba9\u4f60\u5728\u80fd\u6548\u548c\u5ef6\u8fdf\u4e0a\u90fd\u4f18\u4e8e GPU \u6216 CPU \u8fd9\u7c7b\u901a\u7528\u8ba1\u7b97\u8bbe\u5907\u7684\u6838\u5fc3\u9014\u5f84\u3002<\/p>\n

Diana\uff1a\u6240\u4ee5\u4f60\u7684\u610f\u601d\u662f\u6211\u4eec\u4e5f\u8bb8\u4e0d\u7528\u518d\u7b49\u5f85\u4e86\uff1f<\/p>\n

Jeff\uff1a\u6ca1\u9519\uff0c\u60f3\u8c61\u4e00\u4e0b\uff0c\u5982\u679c\u5ef6\u8fdf\u80fd\u6539\u5584 50 \u500d\uff0c\u4f60\u80fd\u505a\u4e9b\u4ec0\u4e48\uff1f<\/p>\n

Diana\uff1a\u5728\u5ea7\u5927\u7ea6 6000 \u4eba\uff0c\u4ed6\u4eec\u8111\u5b50\u91cc\u5173\u4e8e AI \u7684\u54ea\u4e2a\u5047\u8bbe\uff0c\u5176\u5b9e\u5df2\u7ecf\u662f\u9519\u7684\u4e86\uff1f<\/p>\n

Jeff\uff1a\u6211\u60f3\u53ef\u80fd\u662f\u4eba\u4eec\u8fd8\u6ca1\u6709\u5145\u5206\u610f\u8bc6\u5230\uff0cAgent \u7cfb\u7edf\u80fd\u8dd1\u591a\u4e45\u7684\u6f5c\u529b\u3002\u5927\u5bb6\u603b\u89c9\u5f97 Agent \u5c31\u662f\u8dd1\u4e00\u4e2a\u5c0f\u65f6\u3001\u4e24\u4e2a\u5c0f\u65f6\u7684\u4e34\u65f6\u4efb\u52a1\u3002\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u5728\u67d0\u4e9b\u95ee\u9898\u9886\u57df\uff0c\u914d\u5408\u8db3\u591f\u5f3a\u5927\u7684\u5e95\u5c42\u6a21\u578b\uff0c\u4f60\u53ef\u4ee5\u8ba9\u8fd9\u4e9b Agent \u8fde\u7eed\u8dd1\u4e0a\u51e0\u5929\u751a\u81f3\u51e0\u5468\uff0c\u771f\u6b63\u53bb\u89e3\u51b3\u90a3\u4e9b\u590d\u6742\u7684\u3001\u957f\u671f\u7684\u95ee\u9898\u3002\u8fd9\u7edd\u4e0d\u4ec5\u4ec5\u662f\u201c\u591a\u7b49\u4e00\u4f1a\u513f\u201d\u7684\u533a\u522b\uff0c\u800c\u662f\u8d28\u53d8\u3002<\/p>\n

Diana\uff1a\u90a3\u4f60\u5b9e\u9645\u8dd1\u8fc7\u54ea\u4e9b\u8dd1\u4e86\u51e0\u4e2a\u661f\u671f\u7684\u4efb\u52a1\uff1f\u4f60\u8ba9 Agent \u53bb\u89e3\u51b3\u4ec0\u4e48\uff1f<\/p>\n

Jeff\uff1a\u6bd4\u5982\uff0c\u4f60\u53ef\u4ee5\u8ba9 Agent \u53bb\u5b9e\u73b0\u4e00\u4e2a\u5168\u65b0\u7248\u672c\u7684\u8f6f\u4ef6\uff0c\u7528\u4e0d\u540c\u7684\u7f16\u7a0b\u8bed\u8a00\u91cd\u5199\uff0c\u53ef\u80fd\u5177\u5907\u66f4\u597d\u7684\u5b89\u5168\u6027\u6216\u6027\u80fd\u7279\u6027\u3002\u5b83\u771f\u7684\u80fd\u8ba4\u771f\u5730\u53bb\u5b8c\u6210\u8fd9\u4ef6\u4e8b\uff0c\u800c\u4e14\u5b8c\u6210\u5f97\u76f8\u5f53\u9760\u8c31\u3002<\/p>\n

TPU \u7684\u8d77\u6e90<\/strong><\/p>\n

Diana\uff1a\u5927\u5bb6\u4e00\u76f4\u90fd\u77e5\u9053\u4f60\u7279\u522b\u64c5\u957f\u201c\u9910\u5dfe\u7eb8\u6570\u5b66\u201d\u3002\u6709\u4e2a\u5173\u4e8e\u4f60\u7684\u6545\u4e8b\u662f\uff0c2013 \u5e74\u8c37\u6b4c\u7684\u8bed\u97f3\u8bc6\u522b\u521a\u4e0a\u7ebf\u65f6\uff0c\u4f60\u505a\u4e86\u4e2a\u4f30\u7b97\uff1a\u5982\u679c\u6bcf\u4e2a\u8c37\u6b4c\u7528\u6237\u6bcf\u5929\u7528\u624b\u673a\u5bf9\u7740\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u8bf4\u4e09\u5206\u949f\u8bdd\uff0c\u6574\u4e2a\u670d\u52a1\u5668\u7684\u89c4\u6a21\u5c31\u5f97\u7ffb\u500d\uff0c\u90a3\u6210\u672c\u9ad8\u5f97\u5413\u4eba\u3002\u4e8e\u662f\u4f60\u6784\u5efa\u4e86\u4e00\u4e2a\u5b9a\u5236\u82af\u7247<\/a>\uff0c\u90a3\u5c31\u662f TPU \u7684\u8d77\u6e90\u6545\u4e8b\u3002<\/p>\n

Jeff\uff1a\u5f53\u65f6\u7684\u60c5\u51b5\u662f\uff0c\u6211\u4eec\u8bad\u7ec3\u7684\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8bed\u97f3\u6a21\u578b\uff0c\u6548\u679c\u5f00\u59cb\u53d8\u5f97\u975e\u5e38\u597d\uff0c\u4f46\u8ba1\u7b97\u5f00\u9500\u6bd4\u8001\u7684\u8bed\u97f3\u7cfb\u7edf\u8d35\u5f97\u591a\uff0c\u4e0d\u8fc7\u5b83\u628a\u9519\u8bef\u7387\u780d\u6389\u4e86\u4e00\u534a\u3002\u8fd9\u76f8\u5f53\u4e8e\u628a\u8bed\u97f3\u8bc6\u522b\u9886\u57df 20 \u5e74\u7684\u8fdb\u6b65\uff0c\u6d53\u7f29\u5728\u51e0\u4e2a\u6708\u91cc\u5c31\u5b9e\u73b0\u4e86\uff0c\u6211\u4eec\u53ea\u662f\u8c03\u6574\u4e86\u4e00\u4e0b\u6a21\u578b\u3001\u7a0d\u5fae\u6269\u5927\u89c4\u6a21\u3001\u62ff\u5230\u66f4\u597d\u7684\u6570\u636e\u3002\u4e8e\u662f\u6211\u4eec\u5f00\u59cb\u62c5\u5fc3\uff1a\u5982\u679c\u8bed\u97f3\u8bc6\u522b\u6548\u679c\u5927\u5e45\u63d0\u5347\uff0c\u4eba\u4eec\u7684\u4f7f\u7528\u9891\u7387\u4e5f\u4f1a\u5927\u5e45\u4e0a\u5347\u3002<\/p>\n

\u6240\u4ee5\u90a3\u4e2a\u7c97\u7565\u8ba1\u7b97\u5b9e\u9645\u4e0a\u5c31\u662f\u5173\u4e8e\uff1a\u5982\u679c\u4eba\u4eec\u5f00\u59cb\u66f4\u9891\u7e41\u5730\u4f7f\u7528\u8bed\u97f3\u8bc6\u522b\uff0c\u7528\u6765\u53e3\u8ff0\u90ae\u4ef6\u3001\u5bf9\u7740\u624b\u673a\u8bf4\u8bdd\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u7b97\u5b8c\u4e4b\u540e\u6211\u4eec\u53d1\u73b0\uff0c\u5f53\u65f6\u7528 CPU \u8dd1\u6839\u672c\u6491\u4e0d\u4f4f\uff0c\u4e8e\u662f\u6211\u4eec\u9020\u51fa\u4e86 TPU\uff0c\u4e00\u79cd\u4e13\u95e8\u4e3a\u4f4e\u7cbe\u5ea6\u7a20\u5bc6\u7ebf\u6027\u4ee3\u6570\u8bbe\u8ba1\u7684\u82af\u7247\uff0c\u800c\u8fd9\u6b63\u662f\u4eca\u5929\u51e0\u4e4e\u6240\u6709\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u6838\u5fc3\u3002<\/p>\n

\u867d\u7136\u9664\u4e86\u7b97\u7ebf\u6027\u4ee3\u6570\uff0c\u5b83\u5565\u4e5f\u5e72\u4e0d\u4e86\uff0c\u4e0d\u80fd\u8fd0\u884c Chrome \u548c Word\uff0c\u4f46\u8fd9\u5bf9\u673a\u5668\u5b66\u4e60\u63a8\u7406\u6765\u8bf4\u65e0\u6240\u8c13\u3002\u51e0\u5e74\u540e\u8fd9\u9897\u82af\u7247\u95ee\u4e16\uff0c\u80fd\u6548\u6bd4\u540c\u65f6\u4ee3\u7684 CPU \u548c GPU \u9ad8\u51fa 30 \u5230 80 \u500d\uff0c\u5ef6\u8fdf\u4e5f\u4f4e\u4e86 20 \u5230 30 \u500d\u3002<\/p>\n

Diana\uff1a\u4f60\u5f53\u65f6\u80af\u5b9a\u6ca1\u6cd5\u9884\u6599\u5230\uff0cTPU \u4f1a\u5728\u540e\u6765 Transformer \u67b6\u6784\u6a2a\u7a7a\u51fa\u4e16\u65f6\u53d8\u5f97\u5982\u6b64\u6839\u57fa\u6027\uff0c\u6bd5\u7adf Transformer \u662f TPU \u53d1\u660e\u4e4b\u540e\u597d\u51e0\u5e74\u624d\u51fa\u73b0\u7684\u3002<\/p>\n

Jeff\uff1a\u8fd9\u6070\u6070\u662f\u6211\u4eec\u5f53\u521d\u628a\u5b83\u505a\u6210\u4e00\u4e2a\u901a\u7528\u7ebf\u6027\u4ee3\u6570\u7cfb\u7edf\u7684\u539f\u56e0\u3002\u6211\u4eec\u77e5\u9053\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8fd8\u5728\u6f14\u5316\uff0c\u4e0d\u80fd\u8fc7\u5ea6\u7279\u5316\uff0c\u4f46\u53c8\u8981\u7279\u5316\u5230\u80fd\u83b7\u5f97\u5de8\u5927\u7684\u6027\u80fd\u6536\u76ca\u3002\u6240\u4ee5\u6211\u4eec\u505a\u4e86\u5f88\u5927\u7684\u4e58\u6cd5\u5355\u5143\u3001\u9ad8\u901f\u5185\u5b58\u3001\u9ad8\u901f\u4e92\u8054\uff0c\u540e\u6765\u7684 TPU \u8fd8\u80fd\u628a\u6210\u767e\u4e0a\u5343\u9897\u82af\u7247\u9ad8\u6548\u5730\u534f\u540c\u5230\u540c\u4e00\u4e2a\u95ee\u9898\u4e0a\u3002\u5c31\u8fd9\u6837\u4e00\u4ee3\u4e00\u4ee3\u8fed\u4ee3\uff0c\u4e00\u76f4\u505a\u5230\u4eca\u5929\u3002<\/p>\n

Diana\uff1a\u5982\u679c\u6709\u8c01\u60f3\u5f53\u672a\u6765\u7684\u521b\u59cb\u4eba\uff0c\u5e94\u8be5\u7b97\u4e00\u9053\u4ec0\u4e48\u6837\u7684\u201c\u9910\u5dfe\u7eb8\u6570\u5b66\u201d\uff0c\u624d\u80fd\u9020\u51fa\u50cf TPU \u4e00\u6837\u6709\u5f71\u54cd\u529b\u7684\u4e1c\u897f\uff1f<\/p>\n

Jeff\uff1a\u6211\u89c9\u5f97\uff0c\u53bb\u60f3\u60f3\u4f60\u5728\u601d\u8003\u7684\u9886\u57df\u91cc\u770b\u5230\u4e86\u4ec0\u4e48\u95ee\u9898\u3001\u4ec0\u4e48\u74f6\u9888\uff0c\u7136\u540e\u95ee\u81ea\u5df1\uff1a\u6709\u6ca1\u6709\u4e00\u79cd\u975e\u5e38\u4e0d\u540c\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u80fd\u8ba9\u89e3\u51b3\u65b9\u6848\u5e26\u6765\u4e00\u4e2a\u6570\u91cf\u7ea7\u751a\u81f3\u4e24\u4e2a\u6570\u91cf\u7ea7\u7684\u63d0\u5347\uff1f\u6709\u65f6\u5019\u4f60\u53ea\u662f\u772f\u7740\u773c\u770b\u4e00\u4e2a\u95ee\u9898\uff0c\u4e0d\u88ab\u201c\u8fd9\u4e2a\u95ee\u9898\u4eca\u5929\u662f\u600e\u4e48\u89e3\u51b3\u7684\u201d\u951a\u5b9a\u4f4f\uff0c\u800c\u662f\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1\u53bb\u601d\u8003\u4f60\u4f1a\u600e\u4e48\u89e3\u51b3\u5b83\uff0c\u4f60\u5c31\u80fd\u5192\u51fa\u4e00\u4e9b\u88ab\u4eba\u6839\u672c\u6ca1\u60f3\u5230\u7684\u771f\u6b63\u7684\u597d\u70b9\u5b50\u3002<\/p>\n

AI \u65f6\u4ee3\u7684\u201c\u5ef6\u8fdf\u6570\u5b57\u201d\u6e05\u5355<\/strong><\/p>\n

Diana\uff1a\u4f60\u591a\u5e74\u524d\u5199\u8fc7\u4e00\u4efd\u975e\u5e38\u8457\u540d\u7684\u6e05\u5355\uff0c\u53eb\u300a\u6bcf\u4e2a\u5de5\u7a0b\u5e08\u90fd\u5e94\u8be5\u77e5\u9053\u7684\u5ef6\u8fdf\u6570\u5b57\u300b\uff0c\u91cc\u9762\u5217\u4e86\u5404\u79cd\u7cfb\u7edf\u64cd\u4f5c\u7684\u8017\u65f6\uff1a\u7f13\u5b58\u672a\u547d\u4e2d\u8981\u591a\u4e45\u3001\u78c1\u76d8\u5bfb\u9053\u8981\u591a\u4e45\u3001\u4e00\u4e2a\u7f51\u7edc\u5305\u4ece\u52a0\u5dde\u4f20\u5230\u8377\u5170\u8981\u591a\u4e45\u2026\u2026\u8fd9\u4efd\u6e05\u5355\u540e\u6765\u6210\u4e86\u65e0\u6570\u5206\u5e03\u5f0f\u7cfb\u7edf\u5de5\u7a0b\u5e08\u7684\u5723\u7ecf\u3002\u73b0\u5728\uff0c\u662f\u65f6\u5019\u66f4\u65b0 AI \u7248\u7684\u4e86\u3002<\/p>\n

Jeff\uff1a\u5982\u679c\u770b\u4eca\u5929 AI \u7cfb\u7edf\u91cc\u4ec0\u4e48\u6700\u91cd\u8981\uff0c\u4f60\u9996\u5148\u5f97\u77e5\u9053\u52a0\u901f\u5668\u4e0a\u4e3b\u5185\u5b58\u5230\u7247\u4e0a\u5185\u5b58\u3001\u518d\u5230\u4e58\u6cd5\u5355\u5143\u4e4b\u95f4\u7684\u5e26\u5bbd\u662f\u591a\u5c11\uff0c\u4f60\u5f97\u77e5\u9053\u505a\u4e00\u6b21\u4e58\u6cd5\u8fd0\u7b97\u8981\u6d88\u8017\u591a\u5c11\u80fd\u91cf\uff0c\u4f60\u8fd8\u5f97\u77e5\u9053\u82af\u7247\u4e4b\u95f4\u7684\u4e92\u8054\u5e26\u5bbd\u662f\u591a\u5c11\uff0c\u4ee5\u53ca\u5728\u8fd9\u4e2a\u5e26\u5bbd\u4e0b\u4f60\u80fd\u8fde\u591a\u5c11\u9897\u82af\u7247\u3002\u518d\u5f80\u5927\u4e86\u8bf4\uff0c\u5f53\u4f60\u9700\u8981\u8ddf 10000 \u9897\u82af\u7247\u901a\u4fe1\u800c\u4e0d\u662f 500 \u9897\u7684\u65f6\u5019\uff0c\u7f51\u7edc\u5e26\u5bbd\u4f1a\u8870\u51cf\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3002\u8fd9\u4e9b\u6570\u5b57\u624d\u662f\u771f\u6b63\u51b3\u5b9a\u4f60\u600e\u4e48\u601d\u8003\u95ee\u9898\u7684\u5e95\u5c42\u7ea6\u675f\uff0c\u5b83\u4eec\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f60\u4f1a\u7528\u4ec0\u4e48\u6837\u7684\u601d\u8def\u53bb\u89e3\u51b3\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u3002<\/p>\n

Diana\uff1a\u4f60\u8bf4\u8fc7\uff0c\u73b0\u5728\u8861\u91cf\u4e00\u5207\u7684\u6807\u5c3a\u53d8\u6210\u4e86\u80fd\u91cf\u3002\u505a\u4e00\u6b21\u8ba1\u7b97\u6216\u6570\u5b66\u8fd0\u7b97\u5927\u6982\u6d88\u8017\u4e00\u76ae\u7126\u8033\uff0c\u4f46\u79fb\u52a8\u6570\u636e\u3001\u505a\u6570\u636e I\/O \u7684\u80fd\u8017\u662f\u5b83\u7684 1000 \u500d\u3002<\/p>\n

Jeff\uff1a\u6ca1\u9519\u3002\u5c31\u662f\u4ece\u52a0\u901f\u5668\u4e0a\u7684 HBM \u628a\u6570\u636e\u642c\u8fdb\u5904\u7406\u5668\u3001\u8ba9\u5b83\u771f\u6b63\u80fd\u7b97\u5f97\u4e0a\u7684\u90a3\u4e00\u5c0f\u6bb5\u8def\uff0c\u80fd\u8017\u5c31\u5dee\u4e86\u4e09\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

Diana\uff1a\u8fd9\u4e2a\u5dee\u8ddd\u5176\u5b9e\u5728\u6084\u6084\u51b3\u5b9a\u54ea\u4e9b\u4ea7\u54c1\u80fd\u505a\u51fa\u6765\u3001\u54ea\u4e9b\u7b97\u6cd5\u8def\u7ebf\u80fd\u8d70\u901a\u3002\u65e2\u7136\u6570\u636e\u79fb\u52a8\u8fd9\u4e48\u8d35\uff0c\u5982\u679c\u521b\u59cb\u4eba\u6765\u627e\u4f60\uff0c\u8bf4\u81ea\u5df1\u9047\u5230\u4e86\u201c\u6a21\u578b\u95ee\u9898\u201d\uff0c\u4f46\u5b9e\u9645\u4e0a\u672c\u8d28\u662f\u80fd\u6e90<\/a>\u95ee\u9898\u6216\u6570\u636e I\/O \u95ee\u9898\u3002\u4f60\u600e\u4e48\u5206\u8fa8\u8fd9\u4e24\u8005\uff1f<\/p>\n

Jeff\uff1a\u4f60\u521a\u624d\u63d0\u5230\u7684\u8fd9\u4e2a\u4e00\u5343\u500d\u5dee\u5f02\uff0c\u5176\u5b9e\u5851\u9020\u4e86\u673a\u5668\u5b66\u4e60\u91cc\u5927\u91cf\u7684\u51b3\u7b56\u3002\u5982\u679c\u6ca1\u6709\u8fd9\u4e00\u5343\u500d\u7684\u5dee\u8ddd\uff0c\u4f60\u6839\u672c\u4e0d\u9700\u8981\u505a batching\u3002\u4f46\u73b0\u5b9e\u662f\u4f60\u5fc5\u987b\u628a\u5f88\u591a\u6837\u672c\u3001\u5f88\u591a token \u62fc\u5728\u4e00\u8d77\u5904\u7406\uff0c\u624d\u80fd\u644a\u8584\u6570\u636e\u79fb\u52a8\u7684\u6210\u672c\uff0c\u4e0d\u662f\u4ed8\u51fa\u4e00\u5343\u500d\u7684\u4ee3\u4ef7\uff0c\u800c\u662f\u4ed8\u51fa\u201c\u4e00\u5343\u500d\u9664\u4ee5 batch size\u201d\u7684\u80fd\u8017\u3002\u800c\u5bf9\u4f4e\u5ef6\u8fdf\u573a\u666f\u6765\u8bf4\uff0cbatching \u5e76\u4e0d\u53cb\u597d\u3002\u6240\u4ee5\u8fd9\u4e9b\u786c\u4ef6\u5c42\u9762\u7684\u80fd\u8017\u8003\u91cf\uff0c\u6df1\u523b\u5f71\u54cd\u7740\u6211\u4eec\u6784\u5efa\u4e0a\u5c42\u7cfb\u7edf\u65f6\u7684\u6bcf\u4e00\u4e2a\u51b3\u7b56\u3002<\/p>\n

Diana\uff1a\u4e00\u4e2a\u5f88\u5177\u4f53\u7684\u4f8b\u5b50\u5c31\u662f\u8bad\u7ec3\u6a21\u578b\u7684\u65b9\u5f0f\uff0c\u628a\u6570\u636e\u96c6\u5206\u6279\u3001\u8dd1 epoch\uff0c\u5f88\u591a\u4eba\u4ee5\u4e3a\u8fd9\u662f\u6a21\u578b\u95ee\u9898\uff0c\u4f46\u5b9e\u9645\u4e0a\u8fd9\u672c\u8d28\u4e0a\u662f\u4e2a\u7cfb\u7edf\u7684\u6570\u636e I\/O \u95ee\u9898\uff0c\u5bf9\u5427\uff1f<\/p>\n

Jeff\uff1a\u5bf9\uff0c\u4f60\u5fc5\u987b\u7ec4\u88c5 batch \u624d\u80fd\u8ba9\u786c\u4ef6\u8dd1\u51fa\u66f4\u9ad8\u6548\u7387\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\u4f60\u6068\u4e0d\u5f97\u7528 batch size \u7b49\u4e8e 1 \u6765\u8bad\u7ec3\uff0c\u4f46\u90a3\u6837\u6548\u7387\u592a\u5dee\u4e86\uff0c\u6240\u4ee5\u73b0\u5728\u5927\u5bb6\u90fd\u7528\u5f88\u5927\u7684 batch\u3002<\/p>\n

Diana\uff1a\u6211\u542c\u8bf4\u4f60\u6709\u4e2a\u4e60\u60ef\uff1a\u6d88\u5931\u4e00\u6bb5\u65f6\u95f4\uff0c\u7136\u540e\u5e26\u7740\u4e00\u4e2a\u7edd\u5999\u65b9\u6848\u56de\u6765\u3002\u90a3\u6709\u6ca1\u6709\u53ef\u80fd\u4f60\u82b1\u4e0a\u51e0\u5468\u65f6\u95f4\uff0c\u628a batch size \u7b49\u4e8e 1 \u7684\u8bad\u7ec3\u5f7b\u5e95\u641e\u5b9a\uff1f<\/p>\n

Jeff\uff1a\u8bf4\u5b9e\u8bdd\uff0c\u6211\u6700\u8fd1\u66f4\u591a\u5728\u60f3\u63a8\u7406\u8fd9\u4ef6\u4e8b\u3002\u63a8\u7406\u662f\u4e2a\u5f88\u6709\u610f\u601d\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u4f60\u786e\u5b9e\u60f3\u8981\u6781\u4f4e\u5ef6\u8fdf\uff0c\u8bad\u7ec3\u5012\u4e0d\u4e00\u5b9a\u9700\u8981\u90a3\u4e48\u4f4e\u7684\u5ef6\u8fdf\uff0c\u800c\u63a8\u7406\u6070\u6070\u662f batching \u6700\u4e0d\u597d\u4f7f\u7684\u9886\u57df\u3002\u6838\u5fc3\u5c31\u662f\u5c3d\u91cf\u628a\u6570\u636e\u642c\u8fd0\u964d\u5230\u6700\u4f4e\uff0c\u7136\u540e\u53bb\u60f3\u6781\u4f4e\u7cbe\u5ea6\u7684\u8fd0\u7b97\uff0c\u4e5f\u8bb8\u4e0d\u9700\u8981\u652f\u6301\u90a3\u4e48\u591a\u4e0d\u540c\u79cd\u7c7b\u7684\u7cbe\u5ea6\u683c\u5f0f\u3002\u5982\u679c\u4f60\u5bf9\u9700\u8981\u54ea\u79cd\u7cbe\u5ea6\u6709\u5f88\u597d\u7684\u7b54\u6848\uff0c\u90a3\u5c31\u76f4\u63a5\u628a\u5b83\u56fa\u5316\u8fdb\u786c\u4ef6\u91cc\uff0c\u522b\u7684\u90fd\u4e0d\u7528\u7ba1\u3002<\/p>\n

Diana\uff1a\u6211\u60f3\u8d77\u4e00\u4f4d\u8457\u540d\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u8ddf\u6211\u8bf4\u8fc7\u7684\u4e00\u4e2a\u6838\u5fc3\u7c7b\u6bd4\uff1a\u6574\u4e2a AI \u8fc7\u7a0b\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u538b\u7f29\u95ee\u9898\u3002\u56e0\u4e3a\u8981\u8ba9\u6570\u636e\u6709\u635f\u538b\u7f29\u3001\u518d\u628a\u5b83\u6062\u590d\u51fa\u6765\uff0c\u4f60\u57fa\u672c\u4e0a\u5f97\u5148\u771f\u6b63\u7406\u89e3\u5b83\u3002<\/p>\n

Jeff\uff1a\u5bf9\uff0c\u5982\u679c\u4f60\u771f\u6b63\u7406\u89e3\u6570\u636e\uff0c\u5c31\u5e94\u8be5\u80fd\u628a\u5b83\u538b\u7f29\u5f97\u975e\u5e38\u597d\u3002<\/p>\n

Diana\uff1aTransformer \u67b6\u6784\u6070\u6070\u5c31\u662f\u88ab\u9a8c\u8bc1\u4e3a\u7279\u522b\u597d\u7528\u7684\u4e00\u79cd\u538b\u7f29\u65b9\u5f0f\u3002<\/p>\n

Jeff\uff1a\u8fd9\u5f97\u5f52\u529f\u4e8e\u6211\u7684\u540c\u4e8b\u4eec\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u5de5\u7a0b\u662f\u4e0b\u4e00\u4e2a\u524d\u6cbf<\/strong><\/p>\n

Diana\uff1a\u8fc7\u53bb\u6211\u4eec\u8c08 AI \u8fdb\u6b65\uff0c\u5f80\u5f80\u5c31\u662f\u6307\u6a21\u578b\u672c\u8eab\u53d8\u5f97\u66f4\u597d\u3002\u4f46\u6700\u8fd1\u51e0\u5e74\u8d8a\u6765\u8d8a\u660e\u663e\u7684\u662f\uff0c\u4e0d\u53ea\u662f\u6a21\u578b\u89c4\u6a21\u3001\u53c2\u6570\u6570\u91cf\u6216\u6570\u636e\u91cf\uff0c\u800c\u662f\u68c0\u7d22\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bb0\u5fc6\u3001Agent \u5de5\u5177\u8fd9\u4e9b\u5916\u56f4\u80fd\u529b\uff0c\u8fd9\u4e9b\u4e1c\u897f\u6b63\u5728\u6c47\u805a\u6210\u4eba\u4eec\u6240\u8bf4\u7684\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u3002<\/p>\n

Jeff\uff1a\u6a21\u578b\u5176\u5b9e\u53ea\u662f\u6574\u4e2a\u7cfb\u7edf\u91cc\u7684\u4e00\u5757\u62fc\u56fe\u3002\u4f60\u8981\u505a\u7684\uff0c\u662f\u6784\u5efa\u4e00\u4e2a\u80fd\u89e3\u51b3\u771f\u6b63\u6709\u8da3\u95ee\u9898\u7684\u5b8c\u6574\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u9700\u8981\u4e00\u4e2a\u77e5\u9053\u600e\u4e48\u7528\u5404\u79cd\u5de5\u5177\u7684\u6a21\u578b\uff0c\u77e5\u9053\u600e\u4e48\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u4e5f\u8bb8\u8fd8\u4fdd\u7559\u7740\u8fc7\u53bb\u89e3\u51b3\u7c7b\u4f3c\u95ee\u9898\u65f6\u68c0\u7d22\u8fc7\u7684\u5386\u53f2\u4fe1\u606f\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u4fe1\u606f\u653e\u8fdb\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u91cc\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u7f8e\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5bf9\u6a21\u578b\u6765\u8bf4\u662f\u6781\u5176\u6e05\u6670\u7684\u3002\u4e0d\u50cf\u8bad\u7ec3\u6570\u636e\u90a3\u6837\uff0c\u51e0\u4e07\u4ebf\u4e2a token \u6405\u5728\u4e00\u8d77\uff0c\u878d\u6210\u51e0\u5343\u4ebf\u53c2\u6570\u7684\u6d53\u6c64\uff0c\u4ec0\u4e48\u90fd\u7cca\u5728\u4e00\u8d77\uff0c\u6a21\u578b\u76f4\u63a5\u770b\u5230\u7684\u4e0a\u4e0b\u6587\uff0c\u8fdc\u6bd4\u90a3\u4e9b\u6a21\u7cca\u7684\u8bad\u7ec3\u6570\u636e\u8981\u660e\u786e\u5f97\u591a\u3002<\/p>\n

\u63a5\u4e0b\u6765\u8fd8\u8981\u7406\u89e3\u6709\u54ea\u4e9b\u5de5\u5177\u53ef\u7528\u3001\u54ea\u4e9b\u5de5\u5177\u80fd\u5e2e\u6a21\u578b\u89e3\u51b3\u5f53\u524d\u8fd9\u4e2a\u9636\u6bb5\u7684\u95ee\u9898\u3001\u600e\u4e48\u628a\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u62c6\u89e3\u6210\u4e00\u7cfb\u5217\u5de5\u5177\u8c03\u7528\u3001\u751a\u81f3\u5c1d\u8bd5\u591a\u79cd\u8def\u5f84\u770b\u770b\u54ea\u6761\u8d70\u5f97\u901a\u3001\u7136\u540e\u8bc4\u4f30\u6548\u679c\uff0c\u8fd9\u5c31\u662f\u590d\u6742 Agent \u548c\u591a Agent \u7cfb\u7edf\u7684\u7f16\u6392\uff0c\u5b83\u4f1a\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n

Diana\uff1a\u600e\u4e48\u624d\u80fd\u6210\u4e3a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u9ad8\u624b\uff1f<\/p>\n

Jeff\uff1a\u6700\u597d\u7684\u65b9\u5f0f\u5c31\u662f\u76f4\u63a5\u7528\u8fd9\u4e9b\u6a21\u578b\u3001Harness \u548c\u5de5\u5177\u53bb\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002\u7528\u7740\u7528\u7740\uff0c\u4f60\u4f1a\u770b\u5230\u6a21\u578b\u5728\u54ea\u4e9b\u5730\u65b9\u5931\u8d25\u4e86\u3002\u7136\u540e\u4f60\u4f1a\u53d1\u73b0\uff0c\u4f60\u5f80\u5f80\u4e0d\u9700\u8981\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u90a3\u662f\u5916\u90e8\u5f88\u96be\u505a\u5230\u7684\u4e8b\uff0c\u800c\u662f\u901a\u8fc7\u5199\u66f4\u597d\u7684\u63d0\u793a\u8bcd\u3001\u8bbe\u8ba1\u66f4\u6e05\u6670\u7684\u4e0a\u4e0b\u6587\uff0c\u5c31\u80fd\u8ba9\u6a21\u578b\u8868\u73b0\u5f97\u66f4\u597d\u3002<\/p>\n

Diana\uff1a\u80fd\u4e0d\u80fd\u7ed9\u6211\u4eec\u4e3e\u4e2a\u4f60\u81ea\u5df1\u505a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u7684\u4f8b\u5b50\uff1f\u4f60\u5199\u8fc7\u54ea\u4e9b skills\uff0c\u6216\u8005\u914d\u8fc7\u54ea\u4e9b\u5de5\u5177\uff0c\u8ba9\u4f60\u7684\u5de5\u4f5c\u6d41\u53d1\u751f\u4e86\u5de8\u5927\u7684\u53d8\u5316\uff1f<\/p>\n

Jeff\uff1a\u5c31\u62ff\u6211\u548c Sanjay \u51e0\u5468\u524d\u4e00\u8d77\u505a\u7684\u4e8b\u6765\u8bf4\u5427\uff0c\u6211\u4eec\u7ecf\u5e38\u8981\u505a\u4e00\u4e9b\u975e\u5e38\u5e95\u5c42\u5e93\u7684\u6027\u80fd\u4f18\u5316\u5de5\u4f5c\u3002Google \u5185\u90e8\u6709\u4e00\u5957\u5fae\u57fa\u51c6\u6d4b\u8bd5\u5e93\uff0c\u4f60\u53ef\u4ee5\u7528\u5b83\u6765\u6d4b\u91cf\u4e0d\u540c\u64cd\u4f5c\u8017\u65f6\u591a\u4e45\uff0c\u6bd4\u5982\u4ece\u6570\u636e\u7ed3\u6784\u91cc\u5f39\u51fa\u4e00\u4e2a\u5143\u7d20\u9700\u8981\u591a\u5c11\u7eb3\u79d2\u3002\u8fd9\u4e9b\u6570\u636e\u7ed3\u6784\u53ef\u80fd\u8dd1\u5728 Google \u6570\u767e\u4e07\u4e2a\u8fdb\u7a0b\u4e0a\uff0c\u6240\u4ee5\u786e\u4fdd\u5b83\u4eec\u7684\u9ad8\u6027\u80fd\u5176\u5b9e\u975e\u5e38\u91cd\u8981\u3002<\/p>\n

\u6211\u4eec\u5199\u4e86\u4e00\u4e2a skill\uff0c\u6559\u6a21\u578b\u5982\u4f55\u6309\u7279\u5b9a\u987a\u5e8f\u505a\u4e00\u7cfb\u5217\u64cd\u4f5c\uff1a\u5148\u8dd1\u5fae\u57fa\u51c6\u6d4b\u8bd5\u6d4b\u91cf\u5f53\u524d\u6027\u80fd\uff0c\u7136\u540e\u505a\u4ee3\u7801\u4fee\u6539\uff0c\u518d\u91cd\u65b0\u8dd1\u57fa\u51c6\u6d4b\u8bd5\u9a8c\u8bc1\u6539\u8fdb\u6548\u679c\uff0c\u63a5\u7740\u6d4b\u91cf\u7f13\u5b58\u5360\u7528\uff0c\u7136\u540e\u7ee7\u7eed\u8fed\u4ee3\u3002\u8fd9\u6837\u5b83\u5c31\u80fd\u505a\u81ea\u6211\u6539\u8fdb\uff0c\u5b9e\u9645\u4e0a\u53ea\u662f\u6211\u4eec\u628a\u4f5c\u4e3a\u4eba\u7c7b\u4f1a\u4f7f\u7528\u7684\u65b9\u6cd5\u4ee5\u6a21\u578b\u80fd\u7528\u7684\u5f62\u5f0f\u7ed9\u4e86\u5b83\u3002<\/p>\n

Diana\uff1a\u4e5f\u5c31\u662f\u8bf4\uff0c\u4f60\u4eec\u6709\u4e00\u4e2a skill\uff0c\u5982\u679c\u522b\u4eba\u62ff\u5230\u4e86\uff0c\u5c31\u80fd\u50cf Jeff Dean \u4e00\u6837\u505a\u6027\u80fd\u4f18\u5316\uff1f\u5168\u4e16\u754c\u90fd\u4f1a\u75af\u62a2\u8fd9\u4e2a\u4e1c\u897f\uff0c\u5bf9\u67d0\u4e9b\u4eba\u6765\u8bf4\u5b83\u503c\u65e0\u9650\u7684\u94b1\u3002<\/p>\n

Jeff\uff1a\u5176\u5b9e\u6211\u4eec\u51e0\u4e2a\u6708\u524d\u53d1\u5e03\u4e86\u4e00\u4efd\u6587\u6863\uff0c\u53eb\u300aPerformance Hints\u300b\uff0c\u662f Sanjay \u548c\u6211\u5199\u7684\u3002\u90a3\u662f\u4e00\u4efd\u5927\u7ea6 30 \u9875\u7684\u6587\u6863\uff0c\u6db5\u76d6\u4e86\u5404\u79cd\u6027\u80fd\u4f18\u5316\u7684\u6280\u5de7\u3002\u5df2\u7ecf\u6709\u4eba\u628a\u5b83\u505a\u4e86\u6458\u8981\u5582\u7ed9\u5404\u79cd\u6a21\u578b\uff0c\u7ed3\u679c\u53d1\u73b0\u6a21\u578b\u5728\u63a8\u7406\u4ee3\u7801\u6027\u80fd\u95ee\u9898\u4e0a\u7684\u80fd\u529b\u786e\u5b9e\u53d8\u5f3a\u4e86\u3002<\/p>\n

Diana\uff1a\u5728\u5ea7\u5404\u4f4d\u53ef\u80fd\u90fd\u5728\u6784\u5efa Agent\uff0c\u4e5f\u90fd\u89c1\u8fc7\u81ea\u5df1\u7684 Agent \u5728\u7b2c 30 \u6b65\u6216\u7b2c 40 \u6b65\u7a81\u7136\u8dd1\u504f\u3002\u4f60\u89c9\u5f97\u4eca\u5929\u7684\u74f6\u9888\u662f\u4ec0\u4e48\uff1f\u662f\u4e0a\u4e0b\u6587\u8bc4\u4f30\u5668\uff0c\u8fd8\u662f\u56e0\u4e3a\u8fd9\u662f\u4e2a\u5f00\u73af\u7cfb\u7edf\u3001\u9519\u8bef\u4e0d\u65ad\u7d2f\u79ef\uff1f<\/p>\n

Jeff\uff1a\u6211\u4eec\u5f53\u7136\u5e0c\u671b Agent \u80fd\u957f\u65f6\u95f4\u8fd0\u884c\uff0c\u56e0\u4e3a\u8fd9\u6837\u624d\u80fd\u89e3\u51b3\u8d8a\u6765\u8d8a\u590d\u6742\u7684\u95ee\u9898\u3002\u4f46\u6b63\u5982\u4f60\u89c2\u5bdf\u5230\u7684\uff0c\u5b83\u4eec\u6709\u65f6\u5728\u5341\u6b21\u5de5\u5177\u4ea4\u4e92\u4e4b\u540e\u5c31\u4e0d\u5de5\u4f5c\u4e86\u3002\u6709\u65f6\u5019\u662f\u56e0\u4e3a\u6a21\u578b\u5728\u5c1d\u8bd5\u505a\u5b83\u7f3a\u4e4f\u7ecf\u9a8c\u7684\u4e8b\u60c5\uff0c\u6a21\u578b\u4e00\u65e6\u504f\u79bb\u8bad\u7ec3\u5206\u5e03\uff0c\u6027\u80fd\u5c31\u4f1a\u50cf\u5927\u591a\u6570\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e00\u6837\u6025\u5267\u4e0b\u964d\uff0c\u79bb\u8212\u9002\u533a\u8d8a\u8fdc\uff0c\u5931\u8d25\u7684\u6982\u7387\u5c31\u8d8a\u9ad8\u3002<\/p>\n

\u6709\u51e0\u79cd\u5e94\u5bf9\u529e\u6cd5\uff1a\u4e00\u662f\u7ed9\u6a21\u578b\u63d0\u4f9b skill \u548c\u63d0\u793a\uff0c\u8ba9\u5b83\u5c3d\u91cf\u8d70\u5728\u719f\u6089\u7684\u660e\u4eae\u8def\u5f84\u4e0a\uff1b\u4e8c\u662f\u91c7\u7528\u591a Agent \u7cfb\u7edf\uff0c\u8ba9\u591a\u4e2a Agent \u5c1d\u8bd5\u4e0d\u540c\u65b9\u6848\uff0c\u518d\u7528\u53e6\u4e00\u4e2a\u6a21\u578b\u6216 Agent \u53bb\u8bc4\u4f30\u54ea\u4e9b\u65b9\u6848\u6709\u524d\u666f\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u63a8\u7406\u65f6\u8ba1\u7b97\u6765\u641c\u7d22\u53ef\u80fd\u7684\u89e3\u51b3\u65b9\u6848\u7a7a\u95f4\uff0c\u80fd\u5927\u5e45\u63d0\u5347\u957f\u65f6\u8fd0\u884c Agent \u6d41\u7a0b\u7684\u53ef\u9760\u6027\u548c\u6027\u80fd\u3002<\/p>\n

Diana\uff1a\u4f60\u4eec\u5185\u90e8\u662f\u600e\u4e48\u5b9e\u73b0\u8fd9\u79cd\u5de5\u4f5c\u6d41\u7684\uff1f<\/p>\n

Jeff\uff1a\u6211\u4eec\u6709\u5404\u79cd harness\uff0c\u8fd8\u6709\u4e00\u6574\u5957 skill\u3002<\/p>\n

\u5c24\u5176\u662f\u5728 Google \u5185\u90e8\u5f00\u53d1\u73af\u5883\u91cc\uff0c\u6211\u4eec\u5199\u4e86 skill \u8ba9 Agent \u5b66\u4f1a\u4f7f\u7528\u5185\u90e8\u5de5\u5177\uff0c\u4ee3\u7801\u5ba1\u67e5\u3001\u6027\u80fd\u6d4b\u91cf\u3001\u62c9\u53d6\u65e5\u5fd7\u6587\u4ef6\u3002\u8fd9\u4e9b skill \u8ba9\u57fa\u7840\u6a21\u578b\u5373\u4f7f\u6ca1\u88ab\u8bad\u7ec3\u8fc7\u6211\u4eec\u4e13\u6709\u7cfb\u7edf\u7684\u7528\u6cd5\uff0c\u4e5f\u80fd\u901a\u8fc7\u6b63\u786e\u7684 skill \u5b9a\u4e49\u628a\u6d3b\u5e72\u597d\u3002<\/p>\n

\u521d\u521b\u516c\u53f8\u5982\u4f55\u6253\u8d25\u8c37\u6b4c<\/strong><\/p>\n

Diana\uff1aGoogle \u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\uff0c\u4f60\u4eec\u4ece\u5904\u7406\u5668\u5230\u4ea7\u54c1\u5168\u6808\u534f\u540c\u8bbe\u8ba1\u3002\u54ea\u4e9b\u5c42\u662f Google \u4f1a\u6301\u7eed\u6df1\u8015\u3001\u4e0d\u65ad\u79ef\u7d2f\u4f18\u52bf\u7684\uff1f\u54ea\u4e9b\u5730\u65b9\u662f\u4e24\u4e09\u4e2a\u4eba\u7684\u5c0f\u56e2\u961f\u4f9d\u7136\u80fd\u6253\u8d62\u7684\uff1f<\/p>\n

Jeff\uff1a\u663e\u7136 Google \u548c Gemini \u6a21\u578b\u4ee5\u53ca\u786c\u4ef6\u57fa\u7840\u8bbe\u65bd\uff0c\u6211\u4eec\u8ffd\u6c42\u7684\u662f\u6784\u5efa\u80fd\u505a\u51e0\u4e4e\u6240\u6709\u4e8b\u60c5\u7684\u901a\u7528\u6a21\u578b\u3002\u4f46\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u8fd9\u610f\u5473\u7740\u6211\u4eec\u65e0\u6cd5\u5728\u7279\u5b9a\u9886\u57df\u6295\u5165\u592a\u591a\u6ce8\u610f\u529b\u3002\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u754c\u9762\uff0c\u642d\u914d\u4e00\u4e2a\u6a21\u578b\u548c\u4e00\u7ec4 skill\uff0c\u6216\u8005\u4e00\u4e2a\u4e0d\u5728\u901a\u7528\u6a21\u578b\u4f53\u7cfb\u91cc\u7684\u4e13\u7528\u6a21\u578b\uff0c\u53cd\u800c\u53ef\u80fd\u62e5\u6709\u663e\u8457\u4f18\u52bf\uff0c\u56e0\u4e3a\u4f60\u53ef\u4ee5\u4e3a\u771f\u6b63\u70ed\u7231\u7684\u9886\u57df\u6253\u9020\u51fa\u4ee4\u4eba\u6109\u60a6\u3001\u9ad8\u7cbe\u5ea6\u3001\u9ad8\u8d28\u91cf\u7684\u4ea7\u54c1\uff0c\u6211\u89c9\u5f97\u8fd9\u6b63\u662f\u4e24\u4e09\u4e2a\u4eba\u505a\u4ed6\u4eec\u771f\u6b63\u5174\u594b\u7684\u4e1c\u897f\u65f6\u80fd\u83b7\u5f97\u4f18\u52bf\u7684\u5730\u65b9\u3002<\/p>\n

\u901a\u7528\u6a21\u578b\u7684\u80fd\u529b\u786e\u5b9e\u5728\u8d8a\u6765\u8d8a\u5e7f\u7684\u8303\u56f4\u5185\u53d8\u5f3a\u3002\u6240\u4ee5\u4f60\u5fc5\u987b\u60f3\u6e05\u695a\uff1a\u4f60\u73b0\u5728\u505a\u7684\u4e1c\u897f\uff0c\u662f\u80fd\u957f\u671f\u6210\u7acb\u7684\uff0c\u8fd8\u662f\u8bf4\u524d\u6cbf\u6a21\u578b\u5728\u672a\u6765 6 \u4e2a\u6708\u6216 12 \u4e2a\u6708\u5185\u5c31\u4f1a\u505a\u5f97\u6bd4\u4f60\u597d\uff1f\u53c8\u6216\u8005\u662f\u4ed6\u4eec\u4e24\u4e09\u5e74\u5185\u90fd\u505a\u4e0d\u5230\u7684\u4e8b\uff1f\u8fd9\u4e2a\u65f6\u95f4\u7a97\u53e3\u7684\u5224\u65ad\uff0c\u662f\u4f60\u51b3\u5b9a\u505a\u4ec0\u4e48\u65f6\u6700\u9700\u8981\u6743\u8861\u7684\u4e1c\u897f\u3002<\/p>\n

Diana\uff1a\u90a3\u5177\u4f53\u600e\u4e48\u5224\u65ad\u5462\uff1f\u521b\u59cb\u4eba\u8be5\u600e\u4e48\u63a8\u7406\u54ea\u4e9b\u9886\u57df\u503c\u5f97\u505a\uff1f<\/p>\n

Jeff\uff1a\u6700\u91cd\u8981\u7684\u4e8b\u60c5\u662f\u9009\u62e9\u4e00\u4ef6\u4f60\u8d85\u7ea7\u5174\u594b\u3001\u60f3\u8981\u53bb\u6784\u5efa\u3001\u5e76\u4e14\u4f60\u8ba4\u4e3a\u5bf9\u4e16\u754c\u6709\u7528\u7684\u4e1c\u897f\u3002\u5176\u6b21\uff0c\u62ff\u5f53\u524d\u6700\u5f3a\u7684\u901a\u7528\u6a21\u578b\u53bb\u6d4b\u8bd5\u4f60\u60f3\u505a\u7684\u90a3\u4e2a\u95ee\u9898\u57df\u3002\u4f60\u5148\u770b\u770b\u73b0\u5728\u7684\u6a21\u578b\u5728\u8fd9\u4e2a\u9886\u57df\u8868\u73b0\u5982\u4f55\uff0c\u5982\u679c\u5b83\u4eec\u5b8c\u5168\u505a\u4e0d\u4e86\uff0c\u90a3\u5927\u6982\u7387\u662f\u4e2a\u597d\u4fe1\u53f7\u3002\u5982\u679c\u5b83\u4eec\u5df2\u7ecf\u80fd\u505a\u4e00\u90e8\u5206\u4e86\uff0c\u4f46\u505a\u5f97\u4e0d\u592a\u597d\uff0c\u90a3\u53ef\u80fd\u662f\u4e2a\u5371\u9669\u4fe1\u53f7\u3002\u56e0\u4e3a\u8fd9\u8bf4\u660e\u8fd9\u4e2a\u80fd\u529b\u5df2\u7ecf\u5f00\u59cb\u51fa\u73b0\u5728\u6a21\u578b\u91cc\u4e86\uff0c\u968f\u7740\u66f4\u591a\u8bad\u7ec3\u6570\u636e\u3001\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\uff0c\u5b83\u5f88\u53ef\u80fd\u53d8\u5f97\u66f4\u597d\u3002\u6240\u4ee5\u4f60\u8981\u627e\u7684\u662f\u6a21\u578b\u6210\u529f\u7387\u5728 0% \u6216 1% \u7684\u9886\u57df\uff0c\u800c\u4e0d\u662f 20% \u7684\u9886\u57df\u3002<\/p>\n

Diana\uff1a\u90a3\u8fd9\u4e9b 0% \u7684\u9886\u57df\u600e\u4e48\u627e\uff1f\u5b83\u4eec\u662f\u4e0d\u662f\u672c\u8d28\u4e0a\u5c31\u662f\u8bad\u7ec3\u96c6\u4e4b\u5916\u7684\u4e1c\u897f\uff1f\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u5f62\u6001\u7b26\u5408\u8fd9\u4e2a\u6807\u51c6\uff1f<\/p>\n

Jeff\uff1a\u6709\u65f6\u5019\u662f\u56e0\u4e3a\u4f60\u505a\u7684\u4ea7\u54c1\u80fd\u63a5\u89e6\u5230\u67d0\u79cd\u7279\u5b9a\u7c7b\u578b\u7684\u6570\u636e\uff0c\u800c\u5e95\u5c42\u901a\u7528\u6a21\u578b\u63a5\u89e6\u4e0d\u5230\u3002\u6bd4\u5982\u4f60\u505a\u4e00\u4e2a\u5e2e\u7528\u6237\u6574\u7406\u4e2a\u4eba\u4fe1\u606f\u7684\u5de5\u5177\uff0c\u6a21\u578b\u672c\u8eab\u6ca1\u6709\u6743\u9650\u8bbf\u95ee\u7528\u6237\u7684\u4e2a\u4eba\u6570\u636e\u3002\u4e5f\u53ef\u80fd\u662f\u4e00\u4e9b\u6781\u5176\u56f0\u96be\u7684\u95ee\u9898\uff0c\u5982\u679c\u4f60\u5f97\u5230\u4e86\u6b63\u786e\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u8bad\u7ec3\u4e00\u4e2a\u6bd4\u901a\u7528\u6a21\u578b\u66f4\u4e13\u95e8\u7684\u6a21\u578b\uff0c\u800c\u4e14\u4f60\u5b9e\u9645\u4e0a\u53ef\u4ee5\u4ee5\u975e\u5e38\u7ecf\u6d4e\u7684\u65b9\u5f0f\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u8bad\u7ec3\u4e00\u4e2a\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u7ec6\u5206\u6a21\u578b\u4e0d\u9700\u8981\u90a3\u4e48\u591a\u7b97\u529b\u3002<\/p>\n

Diana\uff1a\u8fd9\u4e48\u770b\u5176\u5b9e\u6709\u4e24\u6761\u8def\u3002\u7b2c\u4e00\u6761\u8def\u6709\u70b9\u5fae\u5999\uff0c\u4f60\u4eec\u8c37\u6b4c\u7684\u53e3\u53f7\u662f\u201c\u7ec4\u7ec7\u5168\u7403\u7684\u4fe1\u606f\u201d\uff0c\u90a3\u4e2a\u9886\u57df\u57fa\u672c\u5df2\u7ecf\u88ab\u8986\u76d6\u4e86\uff0c\u4f46\u201c\u7ec4\u7ec7\u4e2a\u4eba\u81ea\u5df1\u7684\u4fe1\u606f\u201d\u8fd9\u4e2a\u65b9\u5411\u8fd8\u5b8c\u5168\u5f00\u653e\u7740\u3002\u800c\u7b2c\u4e8c\u6761\u8def\uff0c\u4f60\u521a\u624d\u63d0\u5230\u67d0\u4e9b\u9886\u57df\u7684\u4e13\u7528\u6a21\u578b\uff0c\u80fd\u5177\u4f53\u8bb2\u8bb2\u662f\u54ea\u4e9b\u9886\u57df\u5417\uff1f<\/p>\n

Jeff\uff1a\u4f60\u770b\u6211\u540c\u4e8b\u4eec\u5728 AlphaFold \u4e0a\u7684\u5de5\u4f5c\uff0c\u90a3\u662f\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u86cb\u767d\u8d28\u6298\u53e0\u7684\u6a21\u578b\uff0c\u975e\u5e38\u6210\u529f\uff0c\u771f\u6b63\u628a\u90a3\u4e2a\u9886\u57df\u5904\u7406\u5f97\u975e\u5e38\u597d\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u901a\u7528\u6a21\u578b\uff0c\u800c\u662f\u4e00\u4e2a\u975e\u5e38\u4e13\u95e8\u7684\u6a21\u578b\u3002\u5728\u5176\u4ed6\u9886\u57df\uff0c\u6bd4\u5982\u6750\u6599\u79d1\u5b66\u3001\u82af\u7247\u8bbe\u8ba1\uff0c\u8fd9\u79cd\u601d\u8def\u4e5f\u80fd\u53d1\u6325\u5de8\u5927\u4f5c\u7528\uff0c\u4f60\u53ef\u4ee5\u7528\u9ad8\u5ea6\u7cbe\u786e\u4f46\u5c0f\u4f17\u7684\u6a21\u578b\uff0c\u53bb\u505a\u4eca\u5929\u5f88\u96be\u505a\u7684\u4e8b\u60c5\u3002<\/p>\n

\u5f53 Agent \u5199\u5b8c\u6240\u6709\u4ee3\u7801\uff0c\u7a00\u7f3a\u6280\u80fd\u53d8\u6210\u4e86\u201c\u54c1\u5473\u201d<\/strong><\/p>\n

Diana\uff1a\u4f60\u8fc7\u53bb\u8bf4\u8fc7\uff0c\u7ba1\u7406\u4e00\u7fa4 Agent \u7684\u5173\u952e\u5728\u4e8e\u5199\u51fa\u6e05\u6670\u7684\u8bbe\u8ba1\u6587\u6863\u6216 Spec\u3002\u4eba\u4eec\u5982\u4f55\u64c5\u957f\u8fd9\u4e2a\uff1f<\/p>\n

Jeff\uff1a\u5f53\u4f60\u4e0e Agent \u5408\u4f5c\u65f6\uff0c\u4f60\u8d8a\u6e05\u695a\u4f60\u60f3\u8981\u4ec0\u4e48\uff0cAgent \u5c31\u4f1a\u6709\u8d8a\u591a\u7684\u6307\u5bfc\u65b9\u9488\u548c\u89c4\u5219\uff0c\u4ee5\u53ca\u5b83\u8bd5\u56fe\u5b8c\u6210\u7684\u76ee\u6807\u7684\u6982\u8981\u3002\u800c\u5982\u679c\u4f60\u6ca1\u6709\u6307\u5b9a\u592a\u591a\u4e1c\u897f\uff0cAgent \u5c31\u4e0d\u5f97\u4e0d\u63a8\u65ad\u4f60\u7684\u610f\u601d\u3002\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\uff0c\u5b83\u53ef\u80fd\u63a8\u65ad\u51fa\u4e0e\u4f60\u60f3\u8c61\u4e0d\u540c\u7684\u4e1c\u897f\u3002\u6240\u4ee5\u6211\u4eec\u4ece\u4e00\u5f00\u59cb\u5c31\u544a\u8bc9\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\uff0c\u5728\u7f16\u5199\u8f6f\u4ef6\u4e4b\u524d\u5148\u660e\u786e\u8bf4\u660e\u4f60\u6b63\u5728\u7f16\u5199\u7684\u8f6f\u4ef6\u8bd5\u56fe\u5b8c\u6210\u4ec0\u4e48\u3002\u73b0\u5728\uff0c\u6307\u5b9a\u4f60\u60f3\u8981\u4ec0\u4e48\u7684\u91cd\u8981\u6027\u4e0a\u5347\u4e86\u3002\u56e0\u4e3a\u4ee5\u524d\uff0c\u4f60\u4f1a\u628a\u5b83\u4ea4\u7ed9\u4e00\u4e2a\u975e\u5e38\u806a\u660e\u7684\u4eba\uff0c\u4ed6\u53ef\u80fd\u6709\u4e0a\u4e0b\u6587\u6216\u8005\u53ef\u4ee5\u95ee\u4f60\u540e\u7eed\u95ee\u9898\u3002\u867d\u7136 Agent \u6709\u65f6\u4e5f\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4f46\u6e05\u6670\u7684 Spec \u662f\u4e2a\u597d\u4e3b\u610f\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff1a\u4e00\u4e2a\u6548\u679c\u975e\u5e38\u597d\u7684\u7f16\u7801 Agent \u7684\u7528\u6cd5\u662f\uff0c\u4f60\u53ef\u4ee5\u8ba9\u4eca\u5929\u7684\u6a21\u578b\u628a\u8f6f\u4ef6\u4ece\u4e00\u79cd\u8ba1\u7b97\u673a\u8bed\u8a00\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\uff0c\u6548\u679c\u975e\u5e38\u597d\uff0c\u56e0\u4e3a\u5728\u90a3\u79cd\u60c5\u51b5\u4e0b\u4f60\u5b9e\u9645\u4e0a\u6709\u4e00\u4e2a\u6781\u5176\u8be6\u7ec6\u7684 Spec\uff0c\u4f60\u6709\u6574\u4e2a\u8f6f\u4ef6\u6765\u8bf4\u660e\u7cfb\u7edf\u5e94\u8be5\u505a\u4ec0\u4e48\u3002\u6240\u4ee5\u5982\u679c\u4f60\u6709\u4e00\u4e2a Python \u5b9e\u73b0\u7684\u4e1c\u897f\uff0c\u4f60\u60f3\u8981\u4e00\u4e2a Go \u5b9e\u73b0\uff0c\u8fd9\u662f\u5f53\u4eca\u6a21\u578b\u4f3c\u4e4e\u975e\u5e38\u64c5\u957f\u7684\u4e8b\u60c5\u3002\u56e0\u4e3a\u5b83\u53ef\u4ee5\u62ff Python \u4e2d\u7684\u6240\u6709\u6d4b\u8bd5\uff0c\u786e\u4fdd\u5b83\u4eec\u5728 Go \u7248\u672c\u4e2d\u901a\u8fc7\uff0c\u628a\u6d4b\u8bd5\u7ffb\u8bd1\u6210 Go\uff0c\u6bd4\u8f83\u4e24\u4e2a\u5b9e\u73b0\u4e4b\u95f4\u7684\u884c\u4e3a\u5dee\u5f02\u76f4\u5230\u6ca1\u6709\u5dee\u5f02\uff0c\u5e76\u4e14\u975e\u5e38\u9ad8\u6548\uff0c\u56e0\u4e3a\u90a3\u4e2a Spec \u592a\u6e05\u6670\u4e86\u3002<\/p>\n

Diana\uff1a\u5047\u8bbe\u6bcf\u4e2a\u4eba\u90fd\u5b66\u4f1a\u4e86\u540c\u65f6\u8dd1\u51e0\u767e\u4e2a Agent\uff0c\u6240\u6709\u4ee3\u7801\u90fd\u7531 Agent \u5199\u5b8c\u4e86\uff0c\u90a3\u4ec0\u4e48\u6280\u80fd\u4f1a\u53d8\u5f97\u7a00\u7f3a\uff1f<\/p>\n

Jeff\uff1a\u6211\u8ba4\u4e3a\u662f\u771f\u6b63\u51fa\u8272\u7684\u54c1\u5473\uff0c\u77e5\u9053\u8be5\u8ba9\u4f60\u7684 Agent \u53bb\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff0c\u8fd9\u624d\u662f\u7814\u7a76\u95ee\u9898\u7684\u6838\u5fc3\u3002<\/p>\n

\u4e00\u4e2a\u7814\u7a76\u8005\u53ef\u4ee5\u62e5\u6709\u6240\u6709\u5de5\u5177\u548c\u6280\u672f\uff0c\u4f46\u5927\u90e8\u5206\u6218\u6597\u5728\u4e8e\uff1a\u4f60\u8981\u628a\u65f6\u95f4\u82b1\u5728\u54ea\u4e2a\u95ee\u9898\u4e0a\uff1f\u5982\u679c\u4f60\u9009\u5bf9\u4e86\u95ee\u9898\u5e76\u4e14\u6210\u529f\u89e3\u51b3\u4e86\u5b83\uff0c\u90a3\u8fdc\u6bd4\u4f60\u628a\u4e00\u4e2a\u65e0\u804a\u7684\u95ee\u9898\u6267\u884c\u5f97\u6f02\u6f02\u4eae\u4eae\u8981\u597d\u5f97\u591a\u3002\u8fd9\u79cd\u201c\u8be5\u505a\u4ec0\u4e48\u201d\u7684\u9ad8\u5c42\u667a\u6167\uff0c\u6211\u8ba4\u4e3a\u6781\u5176\u91cd\u8981\uff0c\u800c\u6a21\u578b\u4e0d\u592a\u53ef\u80fd\u5728\u8fd9\u65b9\u9762\u53d8\u5f97\u5f88\u64c5\u957f\u3002\u6240\u4ee5\uff0c\u672a\u6765\u4f1a\u662f\u4eba\u6765\u638c\u8235\u5927\u91cf\u7684 AI \u8f85\u52a9\u8ba1\u7b97\uff0c\u53bb\u5b8c\u6210\u4f1f\u5927\u7684\u4e8b\u60c5\u3002\u4f46\u201c\u4f60\u5e0c\u671b\u4f60\u7684\u6a21\u578b\u505a\u4ec0\u4e48\u201d\u8fd9\u4e2a\u672c\u8d28\uff0c\u624d\u662f\u4f60\u771f\u6b63\u5e94\u8be5\u4e13\u6ce8\u7684\u4e8b\u60c5\u3002<\/p>\n

Diana\uff1a\u5728\u8fd9\u4e2a Agent \u7f16\u7a0b\u7684\u65f6\u4ee3\uff0c\u54c1\u5473\u8fd9\u4e2a\u8bcd\u88ab\u9891\u7e41\u63d0\u53ca\u3002\u4f46\u5b83\u542c\u8d77\u6765\u592a\u7384\u5b66\u4e86\uff0c\u600e\u4e48\u628a\u5b83\u53d8\u5f97\u5177\u4f53\uff1f\u600e\u4e48\u57f9\u517b\u54c1\u5473\uff1f<\/p>\n

Jeff\uff1a\u8fd9\u786e\u5b9e\u662f\u4e2a\u96be\u9898\uff0c\u54c1\u5473\u5728\u5f88\u591a\u60c5\u51b5\u4e0b\u6ca1\u6709\u4e00\u4e2a\u53ef\u8861\u91cf\u7684\u5ba2\u89c2\u6807\u51c6\u3002\u6211\u89c9\u5f97\u4e00\u90e8\u5206\u6765\u81ea\u7ecf\u9a8c\uff0c\u8fc7\u53bb\u89e3\u51b3\u8fc7\u5927\u91cf\u4e0d\u540c\u7684\u95ee\u9898\uff0c\u4f1a\u6559\u4f1a\u4f60\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u5728\u672a\u6765\u53ef\u80fd\u6709\u8da3\uff0c\u6216\u8005\u4ec0\u4e48\u6837\u7684\u4e8b\u60c5\u901a\u8fc7\u62fc\u63a5\u4e4b\u524d\u7684\u65b9\u6cd5\u53ef\u80fd\u521a\u597d\u80fd\u5b9e\u73b0\u3002\u53e6\u4e00\u4e2a\u65b9\u6cd5\u662f\uff1a\u5199\u4e0b\u4f60\u89c9\u5f97\u672a\u6765 12 \u4e2a\u6708\u53ef\u80fd\u91cd\u8981\u7684\u4e00\u5806\u4e8b\u60c5\u3002\u4e5f\u8bb8\u4f60\u6311\u4e86\u5176\u4e2d\u4e00\u4e2a\u53bb\u505a\uff0c\u4f46 12 \u4e2a\u6708\u540e\u56de\u6765\u8bc4\u4f30\uff1a\u5176\u4ed6\u90a3\u4e9b\u4e8b\u60c5\u91cc\uff0c\u54ea\u4e9b\u771f\u7684\u53d8\u5f97\u91cd\u8981\u4e86\uff1f\u54ea\u4e9b\u88ab\u4e16\u754c\u4e0a\u5176\u4ed6\u4eba\u505a\u51fa\u6765\u4e86\uff1f\u54ea\u4e9b\u8fd8\u6ca1\u6709\u4eba\u78b0\uff1f\u8fd9\u80fd\u4e3a\u4f60\u81ea\u5df1\u7684\u54c1\u5473\u57f9\u517b\u63d0\u4f9b\u5927\u91cf\u6837\u672c\u3002<\/p>\n

Diana\uff1a\u6211\u89c9\u5f97\u8fd8\u6709\u7b2c\u4e09\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u4e4b\u524d\u804a\u5230\u7684\uff0c\u505a\u975e\u5e38\u75af\u72c2\u7684\u601d\u60f3\u5b9e\u9a8c\u3002<\/p>\n

Jeff\uff1a\u54e6\u5bf9\uff0c\u90a3\u662f\u53e6\u4e00\u4e2a\u597d\u65b9\u6cd5\u3002\u6709\u65f6\u5019\uff0c\u4e0d\u8981\u628a\u6240\u6709\u5927\u591a\u6570\u4eba\u89c6\u4e3a\u7406\u6240\u5f53\u7136\u7684\u4e8b\u60c5\u5f53\u4f5c\u7406\u6240\u5f53\u7136\u3002\u6bd4\u5982\u6211\u524d\u51e0\u5929\u8ddf\u540c\u4e8b\u4eec\u505a\u4e86\u4e00\u4e2a\u75af\u72c2\u7684\u601d\u60f3\u5b9e\u9a8c\uff1a60 \u5e74\u6765\uff0c\u6574\u4e2a\u7845\u82af\u7247\u8bbe\u8ba1\u548c\u5236\u9020\u884c\u4e1a\u505a\u4e86\u5927\u91cf\u5de5\u4f5c\uff0c\u628a\u6676\u4f53\u7ba1\u505a\u5f97\u8d8a\u6765\u8d8a\u5c0f\u3001\u9519\u8bef\u7387\u8d8a\u6765\u8d8a\u4f4e\u3002\u56e0\u4e3a\u6211\u4eec\u7684\u5047\u8bbe\u662f\uff0c\u6bcf\u4e00\u9897\u5236\u9020\u7684\u82af\u7247\u90fd\u5e94\u8be5\u548c\u53e6\u4e00\u9897\u5b8c\u5168\u4e00\u81f4\uff0c\u4f60\u4e0d\u5e0c\u671b\u4efb\u4f55 bit \u7ffb\u8f6c\u3002\u4f46\u5728\u5b8f\u89c2\u5c3a\u5ea6\u4e0a\uff0c\u6211\u4eec\u6784\u5efa\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u7cfb\u7edf\u65f6\u5e76\u4e0d\u505a\u8fd9\u4e2a\u5047\u8bbe\uff0c\u6211\u4eec\u7528\u4e0d\u53ef\u9760\u7684\u90e8\u4ef6\u6784\u5efa\u53ef\u9760\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u3002\u5355\u4e2a\u78c1\u76d8\u53ef\u80fd\u574f\uff0c\u4f46\u4f60\u7684\u6570\u636e\u5e94\u8be5\u662f\u5b89\u5168\u7684\u3002\u90a3\u4e48\u4e00\u4e2a\u6709\u8da3\u7684\u601d\u60f3\u5b9e\u9a8c\u662f\uff1a\u5982\u679c\u4f60\u8bd5\u56fe\u7528\u6bcf\u5929\u53ef\u80fd\u51fa 20 \u6b21\u9519\u7684\u6676\u4f53\u7ba1\u6765\u6784\u5efa\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u6bcf\u4e00\u767e\u4e07\u5e74\u624d\u51fa\u4e00\u6b21\u9519\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f \u90a3\u4f1a\u662f\u4e00\u4e2a\u975e\u5e38\u4e0d\u540c\u7684\u8bbe\u8ba1\u70b9\uff0c\u53ef\u80fd\u4f1a\u5728\u5236\u9020\u7aef\u5e26\u6765\u975e\u5e38\u6709\u8da3\u7684\u53ef\u80fd\u6027\u3002<\/p>\n

Diana\uff1a\u592a\u75af\u72c2\u4e86\uff0c\u8fd9\u5f00\u59cb\u8ddf\u795e\u7ecf\u5f62\u6001\u8ba1\u7b97\u6216\u8005\u4eba\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\u4ea7\u751f\u5171\u9e23\u4e86\u3002<\/p>\n

Jeff\uff1a\u5b8c\u5168\u6b63\u786e\u3002\u5927\u8111\u4e2d\u7684\u4fe1\u53f7\u4ece\u4e00\u4e2a\u5730\u65b9\u4f20\u5230\u53e6\u4e00\u4e2a\u5730\u65b9\u5e76\u4e0d\u662f\u7279\u522b\u53ef\u9760\u3002\u6240\u4ee5\u5728\u5927\u8111\u91cc\uff0c\u5f53\u6709\u771f\u6b63\u91cd\u8981\u7684\u4fe1\u606f\u9700\u8981\u4f20\u9012\u65f6\uff0c\u4f1a\u6709\u591a\u6761\u901a\u8def\u6765\u786e\u4fdd\u4fe1\u606f\u80fd\u5230\u8fbe\u3002<\/p>\n

Diana\uff1a\u6709\u6ca1\u6709\u4e00\u4e2a\u4f60\u629b\u5f03\u7684\u75af\u72c2\u5047\u8bbe\uff0c\u6700\u7ec8\u771f\u7684\u6784\u5efa\u51fa\u4e86\u4e00\u4e2a\u6709\u5f71\u54cd\u529b\u7684\u7cfb\u7edf\uff1f<\/p>\n

Jeff\uff1aTPU \u5c31\u662f\u4e00\u4e2a\u597d\u4f8b\u5b50\uff0c\u5728\u4e00\u4e2a\u95ee\u9898\u9886\u57df\u770b\u8d77\u6765\u8fd8\u6ca1\u6709\u4eca\u5929\u8fd9\u4e48\u91cd\u8981\u7684\u65f6\u5019\uff0c\u5c31\u4e3a\u5b83\u4e13\u95e8\u5b9a\u5236\u786c\u4ef6\u3002<\/p>\n

MapReduce \u7684\u8d77\u6e90\u662f\u53e6\u4e00\u4e2a\u597d\u4f8b\u5b50\u3002\u6211\u548c Sanjay \u4ee5\u53ca\u4e00\u4e9b\u540c\u4e8b\u4e4b\u524d\u5199\u8fc7\u5f88\u591a\u624b\u5199\u5e76\u884c\u5316\u7684\u4ee3\u7801\uff0c\u505a\u4e86\u5927\u91cf checkpoint \u6765\u786e\u4fdd\u5728\u51e0\u767e\u53f0\u6216\u51e0\u5343\u53f0\u673a\u5668\u4e0a\u8fd0\u884c\u65f6\u8db3\u591f\u5065\u58ee\u3002\u4f46\u90a3\u4e9b\u4ee3\u7801\u5f80\u5f80\u548c\u4f60\u8981\u505a\u7684\u7b80\u5355\u4e8b\u60c5\u6df7\u5728\u4e00\u8d77\uff0c\u6bd4\u5982\u201c\u6211\u60f3\u770b\u770b\u6240\u6709\u7f51\u9875\u7684\u5185\u5bb9\uff0c\u7136\u540e\u8ba1\u7b97 URL \u5230\u9875\u9762\u8bed\u8a00\u7684\u6620\u5c04\u201d\uff0c\u5374\u88ab\u5927\u91cf\u5e76\u884c\u5316\u548c\u53ef\u9760\u6027\u4ee3\u7801\u6df9\u6ca1\u4e86\u3002\u6211\u4eec\u60f3\u8d77\u4e86\u51fd\u6570\u5f0f\u7f16\u7a0b\u7684\u8bad\u7ec3\uff0c\u610f\u8bc6\u5230\u53ef\u4ee5\u772f\u7740\u773c\u770b\u8fd9\u4e9b\u95ee\u9898\uff0c\u62bd\u8c61\u51fa MapReduce \u8fd9\u4e2a\u62bd\u8c61\u5c42\uff0c\u628a checkpoint \u548c\u53ef\u9760\u6027\u673a\u5236\u90fd\u653e\u5230\u5e95\u5c42\u5e93\u91cc\uff0c\u6240\u6709\u4e1c\u897f\u90fd\u6784\u5efa\u5728\u5b83\u4e4b\u4e0a\u3002<\/p>\n

\u6240\u4ee5\uff0c\u4ece\u90a3\u4e2a\u201c\u5982\u679c\u6211\u4eec\u772f\u7740\u773c\u770b\uff0c\u80fd\u4e0d\u80fd\u627e\u5230\u5927\u91cf\u9002\u5408\u8fd9\u4e2a\u62bd\u8c61\u7684\u95ee\u9898\u201d\u7684\u601d\u60f3\u5b9e\u9a8c\u91cc\uff0c\u8bde\u751f\u4e86 MapReduce\u3002<\/p>\n

\u7528 AI \u6784\u5efa\u66f4\u597d\u7684 AI<\/strong><\/p>\n

Diana\uff1a\u73b0\u5728 AlphaChip \u5728\u5e03\u5c40\u82af\u7247\uff0cAlphaEvolve \u5728\u63d0\u51fa\u89e3\u51b3\u65b9\u6848\u3001\u8bc4\u4f30\u5e76\u4fdd\u7559\u6709\u6548\u7684\u65b9\u6848\uff0c\u770b\u8d77\u6765\u4f60\u6b63\u5728\u6784\u5efa\u4e00\u5957\u80fd\u591f\u81ea\u6211\u590d\u5408\u7684\u7cfb\u7edf\u2014\u2014AI \u5728\u6784\u5efa AI\u3002<\/p>\n

Jeff\uff1a\u66f4\u5e7f\u6cdb\u5730\u8bf4\uff0c\u8fd9\u5176\u5b9e\u662f\u79d1\u5b66\u65b9\u6cd5\u7684\u57fa\u7840\uff1a\u63d0\u51fa\u5b9e\u9a8c\u3001\u5b9e\u73b0\u5b9e\u9a8c\u3001\u8bc4\u4f30\u5b9e\u9a8c\u3001\u83b7\u5f97\u7ed3\u679c\u3002\u73b0\u5728\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u95ee\u9898\u57df\uff0c\u53ef\u4ee5\u4e0d\u53ea\u662f\u8dd1\u51e0\u4e2a\u5b9e\u9a8c\uff0c\u800c\u662f\u8dd1\u5927\u91cf\u5b9e\u9a8c\uff0c\u56e0\u4e3a\u4f60\u80fd\u591f\u81ea\u52a8\u5316\u8fd9\u4e2a\u5faa\u73af\uff0c\u8ba9\u5faa\u73af\u7684\u5ef6\u8fdf\u53d8\u5f97\u6781\u4f4e\uff0c\u8fd9\u4f1a\u8ba9\u6211\u4eec\u80fd\u591f\u5904\u7406\u79d1\u5b66\u3001\u5de5\u7a0b\u3001\u673a\u5668\u5b66\u4e60\u3001\u6a21\u578b\u8bbe\u8ba1\u672c\u8eab\uff0c\u4ee5\u53ca\u82af\u7247\u8bbe\u8ba1\u7b49\u5de5\u7a0b\u4efb\u52a1\u4e2d\u7684\u5927\u91cf\u4e0d\u540c\u95ee\u9898\u57df\u3002\u5982\u679c\u4f60\u80fd\u81ea\u52a8\u5316\u8fd9\u4e9b\uff0c\u5e76\u4e14\u6709\u4e00\u4e2a\u7f16\u6392\u6846\u67b6\uff0c\u80fd\u628a\u9ad8\u5c42\u76ee\u6807\u5206\u89e3\u6210\u5b50\u95ee\u9898\uff0c\u6bcf\u4e2a\u5b50\u95ee\u9898\u90fd\u662f\u81ea\u52a8\u5316\u7684\u63a2\u7d22\u5faa\u73af\uff0c\u7136\u540e\u7f16\u6392\u6846\u67b6\u518d\u628a\u5b50\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u6574\u5408\u6210\u6574\u4f53\u65b9\u6848\uff0c\u8fd9\u5c06\u4ea7\u751f\u5de8\u5927\u7684\u5f71\u54cd\uff0c\u4f1a\u52a0\u901f\u673a\u5668\u5b66\u4e60\u3001\u52a0\u901f\u79d1\u5b66\u3001\u52a0\u901f\u5de5\u7a0b\u3002<\/p>\n

Diana\uff1a\u542c\u8d77\u6765\u5f88\u591a\u9886\u57df\uff0c\u53ea\u8981\u6709\u597d\u7684\u8bc4\u4f30\u5668\uff0c\u6216\u8005\u80fd\u88ab\u5f62\u5f0f\u5316\u9a8c\u8bc1\u7684\u9886\u57df\uff0c\u90fd\u9002\u5408 AI \u81ea\u6211\u6539\u8fdb\u3002<\/p>\n

Jeff\uff1a\u5bf9\uff0c\u5f88\u591a\u65f6\u5019\u4f60\u7684\u8bc4\u4f30\u5668\u9700\u8981\u53d8\u5f97\u66f4\u5feb\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u7684\u540c\u4e8b\u4eec\u5927\u7ea6\u5341\u5e74\u524d\u5728\u91cf\u5b50\u5316\u5b66\u9886\u57df\u505a\u4e86\u4e00\u4e9b\u5de5\u4f5c\uff0c\u4f60\u60f3\u4e86\u89e3\u67d0\u4e2a\u5206\u5b50\u7684\u6027\u8d28\uff0c\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u5206\u5b50\u6784\u578b\uff0c\u7136\u540e\u60f3\u77e5\u9053\u5b83\u6709\u4ec0\u4e48\u6027\u8d28\uff0c\u4f60\u53ef\u4ee5\u8dd1\u4e00\u4e2a\u8ba1\u7b97\u91cf\u975e\u5e38\u5927\u7684\u5bc6\u5ea6\u6cdb\u51fd\u7406\u8bba\u6a21\u62df\u5668\uff0c\u90a3\u53ef\u80fd\u9700\u8981\u4e00\u6574\u665a\u7684\u8ba1\u7b97\u624d\u80fd\u7ed9\u51fa\u4e00\u4e2a\u7b54\u6848\u3002<\/p>\n

\u4f46\u6211\u7684\u540c\u4e8b\u4eec\u505a\u7684\u662f\uff1a\u62ff\u5927\u91cf\u6a21\u62df\u8fd0\u884c\u7684\u8f93\u51fa\uff0c\u8f93\u5165\u7684\u5206\u5b50\u6784\u578b\u548c\u6602\u8d35\u6a21\u62df\u5668\u7684\u8f93\u51fa\uff0c\u7136\u540e\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u8fd1\u4f3c\u5668\u6765\u66ff\u4ee3\u6a21\u62df\u5668\u3002\u4ed6\u4eec\u505a\u51fa\u4e86\u4e00\u4e2a\u6bd4\u539f\u6a21\u62df\u5668\u5feb 30 \u4e07\u500d\u3001\u7cbe\u5ea6\u51e0\u4e4e\u4e00\u6837\u7684\u9a8c\u8bc1\u8bbe\u5907\u3002<\/p>\n

\u8fd9\u5b8c\u5168\u6539\u53d8\u4e86\u4f60\u505a\u79d1\u5b66\u7684\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5728\u5403\u5348\u996d\u7684\u65f6\u95f4\u91cc\u7b5b\u9009 1000 \u4e07\u4e2a\u5019\u9009\uff0c\u800c\u4e0d\u662f\u82b1\u516d\u4e2a\u6708\u53bb\u51d1\u591f\u8ba1\u7b97\u8d44\u6e90<\/a>\u8dd1\u5b8c\u6240\u6709\u6a21\u62df\u3002\u5728\u5f88\u591a\u9886\u57df\uff0c\u66f4\u5feb\u7684\u9a8c\u8bc1\u6a21\u578b\uff0c\u6709\u5de8\u5927\u7684\u7a7a\u95f4\u3002<\/p>\n

Diana\uff1a\u90a3\u4f60\u7279\u522b\u671f\u5f85\u8fd9\u4e2a\u8d85\u901f\u79d1\u5b66\u65b9\u6cd5\u89e3\u51b3\u54ea\u4e9b\u9886\u57df\u7684\u95ee\u9898\uff1f<\/p>\n

Jeff\uff1a\u663e\u7136\u673a\u5668\u5b66\u4e60\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u3002\u80fd\u4e0d\u80fd\u6709\u4e00\u4e2a\u6a21\u578b\uff0c\u901a\u8fc7\u8dd1\u5927\u91cf\u5b9e\u9a8c\u6765\u81ea\u6211\u6539\u8fdb\uff1f\u4eca\u5929\u5927\u578b\u7814\u7a76\u56e2\u961f\u6539\u8fdb\u6a21\u578b\u7684\u65b9\u5f0f\u662f\uff1a\u4eba\u4eec\u60f3\u51fa\u4e00\u4e9b\u60f3\u6cd5\uff0c\u8dd1\u4e00\u6279\u5c0f\u89c4\u6a21\u5b9e\u9a8c\uff0c\u770b\u54ea\u4e9b\u6709\u6548\uff0c\u7136\u540e\u628a\u6700\u6709\u5e0c\u671b\u7684\u653e\u5927\u89c4\u6a21\uff0c\u8bc4\u4f30\uff0c\u6574\u5408\u6210\u65b0\u7684\u914d\u65b9\u3002<\/p>\n

\u4f46\u6ca1\u6709\u4efb\u4f55\u771f\u6b63\u7684\u969c\u788d\u963b\u6b62\u8fd9\u53d8\u6210\u4e00\u4e2a\u66f4\u81ea\u52a8\u5316\u7684\u5faa\u73af\uff0c\u6a21\u578b\u81ea\u5df1\u51b3\u5b9a\u63a2\u7d22\u4ec0\u4e48\uff0c\u6216\u8005\u5728\u9ad8\u5c42\u6b21\u4e0a\u7531\u4eba\u8f7b\u8f7b\u63a8\u4e00\u4e0b\u201c\u4e3a\u4ec0\u4e48\u4e0d\u8bd5\u8bd5\u5305\u542b\u8fd9\u4e2a\u7684\u6a21\u578b\u67b6\u6784\u65b0\u60f3\u6cd5\u201d\uff0c\u7136\u540e\u5b83\u5c31\u8dd1\u5927\u91cf\u5b9e\u9a8c\uff0c\u770b\u54ea\u4e9b\u6709\u6548\uff0c\u4ee5\u66f4\u5feb\u7684\u901f\u5ea6\u6574\u5408\u3002\u672c\u8d28\u4e0a\uff0c\u4f60\u8981\u4f18\u5316\u7684\u662f\u6bcf\u5355\u4f4d\u8ba1\u7b97\u8f93\u5165\u7684\u53d1\u73b0\u6570\u91cf\u3002<\/p>\n

Diana\uff1a2014 \u5e74\u4f60\u548c Geoff Hinton\u3001Oriol Vinyals \u5199\u4e86\u4e00\u7bc7\u5173\u4e8e\u84b8\u998f\u7684\u8bba\u6587\uff0c\u5373\u7528\u4e00\u4e2a\u5927\u6a21\u578b\u8bad\u7ec3\u4e00\u4e2a\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\uff0c\u73b0\u5728\u8fd9\u5df2\u7ecf\u6210\u4e3a\u884c\u4e1a\u91cc\u6bcf\u4e2a\u4eba\u90fd\u5728\u7528\u7684\u6280\u5de7\uff0c\u4f46\u8fd9\u7bc7\u8bba\u6587\u88ab NeurIPS \u62d2\u4e86\u3002<\/p>\n

Jeff\uff1a\u5bf9\u3002\u6211\u4e0d\u602a\u7a0b\u5e8f\u59d4\u5458\u4f1a\uff0c\u56e0\u4e3a\u5f88\u591a\u65f6\u5019\u4e00\u7bc7\u8bba\u6587\u6536\u5230\u4e09\u4efd\u8bc4\u5ba1\u610f\u89c1\uff0c\u6709\u4eba\u770b\u4e86\u4e00\u773c\u8bf4\u201c\u4e0d\u592a\u53ef\u80fd\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u201d\u3002\u4f46\u5f53\u6211\u4eec\u5199\u8fd9\u7bc7\u8bba\u6587\u65f6\uff0c\u6211\u4eec\u770b\u5230\u4e86\u8fd9\u662f\u4e00\u4e2a\u8d85\u7ea7\u91cd\u8981\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u6211\u4eec\u77e5\u9053\u4ece\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u505a\u51fa\u66f4\u4fbf\u5b9c\u3001\u80fd\u529b\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u662f\u6211\u4eec\u8feb\u5207\u60f3\u505a\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u60f3\u5728\u8bed\u97f3\u3001\u89c6\u89c9\u7b49\u8bb8\u591a\u9886\u57df\uff0c\u628a\u6a21\u578b\u670d\u52a1\u7ed9\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u3002<\/p>\n

\u4f46\u6709\u65f6\u5019\u8bc4\u5ba1\u8005\u53ef\u80fd\u6ca1\u6709\u90a3\u6837\u7684\u7ecf\u9a8c\uff0c\u4ed6\u4eec\u53ef\u80fd\u4e0d\u662f\u5728\u8003\u8651\u5927\u89c4\u6a21 AI \u670d\u52a1\uff0c\u800c\u662f\u5728\u60f3\u201c\u8fd9\u662f\u4e00\u4e2a\u6839\u672c\u6027\u7684\u8fdb\u5c55\u5417\uff1f\u201d\u6240\u4ee5\u5076\u5c14\u88ab\u62d2\u4e5f\u6ca1\u5173\u7cfb\u3002\u6211\u4eec\u628a\u5b83\u653e\u4e0a arXiv\uff0c\u4eba\u4eec\u8bfb\u5b83\u3001\u7528\u5b83\uff0c\u4e00\u5207\u90fd\u597d\u3002<\/p>\n

\u6211\u4eec\u786e\u5b9e\u5728\u7528\u84b8\u998f\u6280\u672f\u505a\u6211\u4eec\u7684 flash \u6a21\u578b\uff0c\u4ece\u66f4\u5927\u89c4\u6a21\u7684 pro \u6a21\u578b\u84b8\u998f\u51fa\u6765\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u6211\u4eec\u7684 Gemini flash \u6a21\u578b\u5728\u540c\u7b49\u89c4\u6a21\u548c\u901f\u5ea6\u4e0b\u5982\u6b64\u6709\u7ade\u4e89\u529b\u3002<\/p>\n

Diana\uff1a\u4f60 1999 \u5e74\u52a0\u5165 Google \u65f6\uff0c\u5b83\u8fd8\u53ea\u662f\u4e2a 20 \u4eba\u7684\u521d\u521b\u516c\u53f8\u3002\u5982\u679c\u628a\u5e74\u8f7b\u7684 Jeff Dean \u4ece\u90a3\u65f6\u4f20\u9001\u5230\u73b0\u5728\uff0c\u4ee5\u4f60\u7684\u6280\u80fd\uff0c\u4f60\u4f1a\u600e\u4e48\u505a\uff1f\u4f60\u4f1a\u52a0\u5165\u524d\u6cbf\u5b9e\u9a8c\u5ba4\uff0c\u8fd8\u662f\u521b\u529e\u4e00\u5bb6\u516c\u53f8\uff1f<\/p>\n

Jeff\uff1a\u5bf9\u6211\u6765\u8bf4\uff0c\u6700\u91cd\u8981\u7684\u95ee\u9898\u662f\uff1a\u4f60\u8981\u505a\u7684\u8fd9\u4ef6\u4e8b\uff0c\u662f\u4f60\u771f\u6b63\u5728\u610f\u7684\u5417\uff1f\u5982\u679c\u4f60\u80fd\u548c\u4e00\u7fa4\u4f60\u559c\u6b22\u5171\u4e8b\u7684\u540c\u4e8b\u4e00\u8d77\u53d6\u5f97\u8fdb\u5c55\uff0c\u8fd9\u4ef6\u4e8b\u80fd\u4ee5\u67d0\u79cd\u79ef\u6781\u7684\u65b9\u5f0f\u6539\u53d8\u4e16\u754c\u5417\uff1f\u4f60\u5e94\u8be5\u52aa\u529b\u7684\u662f\uff1a\u5bf9\u4e16\u754c\u4ea7\u751f\u79ef\u6781\u7684\u5f71\u54cd\uff0c\u548c\u4f60\u559c\u6b22\u7684\u4eba\u4e00\u8d77\u5de5\u4f5c\uff0c\u52aa\u529b\u5de5\u4f5c\u3001\u505a\u5230\u6700\u597d\u3002<\/p>\n

\u81f3\u4e8e\u52a0\u5165\u524d\u6cbf\u5b9e\u9a8c\u5ba4\u8fd8\u662f\u521b\u529e\u4e00\u5bb6\u4e24\u4e09\u4e2a\u4eba\u7684\u5c0f\u516c\u53f8\uff0c\u90a3\u662f\u4e0d\u540c\u7684\u4f53\u9a8c\u3002<\/p>\n

\u5728\u5927\u673a\u6784\u91cc\uff0c\u6709\u5927\u91cf\u51fa\u8272\u7684\u540c\u4e8b\uff0c\u6709\u5927\u91cf\u6709\u8da3\u7684\u95ee\u9898\uff0c\u800c\u4e14\u4f60\u5df2\u7ecf\u6709\u4e86\u4e00\u4e2a\u5e73\u53f0\u53ef\u4ee5\u8ba9\u4f60\u7684\u5de5\u4f5c\u5f71\u54cd\u4e16\u754c\u4e0a\u5f88\u591a\u4eba\u3002<\/p>\n

\u800c\u4f5c\u4e3a\u4e00\u4e2a\u5c0f\u578b\u521d\u521b\u516c\u53f8\uff0c\u4f60\u5fc5\u987b\u6709\u4f60\u5145\u6ee1\u70ed\u60c5\u7684\u4e1c\u897f\uff0c\u800c\u4e14\u627f\u62c5\u8fd9\u4e2a\u7279\u5b9a\u95ee\u9898\u7684\u98ce\u9669<\/a>\u5f88\u5927\uff0c\u4f46\u8fd9\u4e5f\u53ef\u4ee5\u662f\u975e\u5e38\u6709\u56de\u62a5\u7684\u3002<\/p>\n

\u65e0\u8bba\u4f60\u8d70\u54ea\u6761\u8def\uff0c\u95ee\u81ea\u5df1\uff1a\u5982\u679c\u6211\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6700\u597d\u7684\u7ed3\u679c\u53d1\u751f\u4e86\uff0c\u4e16\u754c\u4f1a\u53d8\u5f97\u597d\u5f88\u591a\u5417\uff1f\u8fd8\u662f\u4e16\u754c\u4f1a\u8bf4\u201c\u54e6\uff0c\u633a\u9177\u7684\uff0c\u4f46\u65e0\u6240\u8c13\u201d\uff0c\u8fd9\u5c31\u4e0d\u503c\u5f97\u4f60\u82b1\u65f6\u95f4\u3002<\/p>\n

Diana\uff1a\u4f60\u4e00\u76f4\u662f\u5f88\u591a\u5de5\u7a0b\u5e08\u7684\u5bfc\u5e08\u548c\u7ba1\u7406\u8005\uff0c\u4e5f\u6784\u5efa\u4e86\u5e9e\u5927\u7684\u7cfb\u7edf\u3002\u600e\u4e48\u548c\u806a\u660e\u4eba\u5408\u4f5c\u3001\u600e\u4e48\u627e\u5230\u806a\u660e\u4eba\uff0c\u6709\u4ec0\u4e48\u7ecf\u9a8c\uff1f<\/p>\n

Jeff\uff1a\u4f60\u603b\u662f\u60f3\u627e\u5230\u5728\u4f60\u9700\u8981\u7684\u9886\u57df\u6709\u771f\u6b63\u51fa\u8272\u6280\u80fd\u7684\u4eba\uff0c\u4f46\u4f60\u4e5f\u60f3\u627e\u5230\u4f60\u4e50\u4e8e\u4e0e\u4e4b\u76f8\u5904\u7684\u4eba\uff0c\u56e0\u4e3a\u4f60\u4f1a\u82b1\u5927\u91cf\u65f6\u95f4\u548c\u4ed6\u4eec\u4e00\u8d77\u89e3\u51b3\u975e\u5e38\u56f0\u96be\u7684\u95ee\u9898\u3002\u4f60\u60f3\u8981\u4f4e\u81ea\u6211\u3001\u6709\u56e2\u961f\u7cbe\u795e\u3001\u6280\u80fd\u4e0e\u4f60\u4e92\u8865\u7684\u4eba\u3002<\/p>\n

\u6211\u603b\u662f\u89c9\u5f97\uff0c\u5728\u4e00\u4e2a\u5c0f\u56e2\u961f\u91cc\uff0c\u522b\u4eba\u77e5\u9053\u6211\u4e0d\u77e5\u9053\u7684\u4e1c\u897f\uff0c\u800c\u6211\u4e5f\u6709\u4e00\u4e9b\u522b\u4eba\u4e0d\u5177\u5907\u7684\u6280\u80fd\uff0c\u8fd9\u8d85\u7ea7\u6709\u8da3\uff0c\u56e0\u4e3a\u4f60\u4eec\u5728\u5171\u540c\u6784\u5efa\u4e00\u4e2a\u4f60\u4eec\u4efb\u4f55\u4e00\u4e2a\u4eba\u90fd\u65e0\u6cd5\u72ec\u7acb\u5b8c\u6210\u7684\u4e1c\u897f\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u4f60\u5b9e\u9645\u4e0a\u83b7\u5f97\u4e86\u5927\u91cf\u65b0\u77e5\u8bc6\u3001\u65b0\u6280\u80fd\uff0c\u4ed6\u4eec\u4e5f\u4e00\u6837\u3002<\/p>\n

\u4f60\u5e94\u8be5\u628a\u81ea\u5df1\u7684\u5de5\u7a0b\u6216\u7814\u7a76\u804c\u4e1a\u751f\u6daf\u770b\u4f5c\u4e00\u6761\u88c5\u6ee1\u6280\u672f\u7684\u5de5\u5177\u5e26\uff0c\u4f60\u603b\u60f3\u5f80\u4e0a\u9762\u52a0\u65b0\u5de5\u5177\uff0c\u56e0\u4e3a\u4f60\u6c38\u8fdc\u4e0d\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u4f1a\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff0c\u6dfb\u52a0\u66f4\u591a\u5de5\u5177\u4f7f\u5f97\u4f60\u672a\u6765\u9047\u5230\u7684\u95ee\u9898\u66f4\u6709\u53ef\u80fd\u88ab\u4f60\u89e3\u51b3\u3002<\/p>\n

Diana\uff1a\u6211\u76f8\u5f53\u786e\u5b9a\u5728\u5ea7\u6709\u4eba\u6700\u7ec8\u4f1a\u6784\u5efa\u51fa\u50cf\u4f60\u505a\u7684 MapReduce\u3001TPU\u3001\u84b8\u998f\u7b49\u4e00\u6837\u6709\u5f71\u54cd\u529b\u7684\u4e1c\u897f\uff0c\u4f60\u5e0c\u671b\u4ed6\u4eec\u5728\u7814\u7a76\u4ec0\u4e48\u95ee\u9898\uff1f<\/p>\n

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(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8bd1 | \u5b87\u742a \u7b56\u5212 | Tina \u4e00\u5e74\u524d\uff0cGoogle \u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean \u5728 AI Ascen […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,158,241,277,157,29,339,238,192],"views":6,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/823894"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=823894"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/823894\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=823894"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=823894"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=823894"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}