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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Scaling Law\u649e\u5899\uff1f\u9884\u8bad\u7ec3\u7ec8\u7ed3\uff1f\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e3a\u4ec0\u4e48\u8fd8\u5728\u505a\u57fa\u7840\u5927\u6a21\u578b<\/a><\/p>\n

12 \u6708 2-6\u00a0\u65e5\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5728\u7f8e\u56fd\u62c9\u65af\u7ef4\u52a0\u65af\u4e3e\u529e\u4e86\u4eca\u5e74\u5ea6\u7684 re:Invent \u5927\u4f1a<\/a>\u3002\u4f1a\u4e0a\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u53d1\u5e03\u4e86\u76f8\u5f53\u591a\u4e1c\u897f\uff0c\u5176\u4e2d\u4e4b\u4e00\u4fbf\u662f\u65b0\u7684\u5927\u6a21\u578b\u7cfb\u5217 Nova\u3002\u8bf4\u5b9e\u8bdd\uff0c\u8fd9\u786e\u5b9e\u51fa\u4e4e\u4e86\u76f8\u5f53\u591a\u4eba\u7684\u610f\u6599 \u2014\u2014 \u6bd5\u7adf\u4e9a\u9a6c\u900a\u5df2\u7ecf\u91cd\u91d1\u62bc\u6ce8 Anthropic<\/a>\uff0c\u4f3c\u4e4e\u6ca1\u6709\u5fc5\u8981\u518d\u81ea\u8d77\u7089\u7076\u4e86\u3002<\/p>\n

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\u4e9a\u9a6c\u900a\u603b\u88c1\u517c CEO \u5b89\u8fea\u30fb\u8d3e\u897f\uff08Andy Jassy\uff09\u5ba3\u5e03 Nova \u7cfb\u5217\u6a21\u578b\uff0c\u5305\u62ec Micro\u3001Lite\u3001Pro \u548c Premier \u56db\u4e2a\u7248\u672c\uff0c\u5176\u4e2d\u540e\u4e09\u8005\u662f\u591a\u6a21\u6001\u6a21\u578b\u3002<\/sup><\/em><\/section>\n
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\u867d\u7136\u4e8b\u5b9e\u4e0a Nova \u5e76\u975e\u4e9a\u9a6c\u900a\u53d1\u5e03\u7684\u7b2c\u4e00\u6b3e\u57fa\u7840\u5927\u6a21\u578b \u2014\u2014 \u8fd9\u5bb6\u79d1\u6280\u5de8\u5934\u5728 2023 \u5e74\u7684 re:Invent \u5927\u4f1a\u4e0a\u5c31\u66fe\u53d1\u5e03\u8fc7 Titan \u7cfb\u5217 AI \u6a21\u578b\uff0c\u4f46\u8003\u8651\u5230\u524d\u6bb5\u65f6\u95f4\u5173\u4e8e\u300cScaling Law \u662f\u5426\u649e\u5899\u300d\u7684\u95ee\u9898\u751a\u56a3\u5c18\u4e0a\uff0c\u5f88\u591a\u4eba\u90fd\u8ba4\u4e3a\u7ee7\u7eed\u8017\u8d39\u8d44\u6e90\u548c\u65f6\u95f4\u6765\u8bad\u7ec3\u57fa\u7840\u5927\u6a21\u578b\u5e76\u4e0d\u5212\u7b97\uff0c\u8fd8\u4e0d\u5982\u57fa\u4e8e\u5df2\u6709\u7684\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3001\u518d\u8bad\u7ec3\u6216\u63a8\u7406\u65f6\u95f4\u4f18\u5316\u3002<\/section>\n
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\u90a3\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u8bad\u7ec3 Nova \u5c31\u7b97\u662f\u65e0\u7528\u529f\u4e86\u5417\uff1f\u5e76\u975e\u5982\u6b64\u3002\u5b9e\u9645\u4e0a\uff0c\u4ece re:Invent \u5927\u4f1a\u540e\u4e00\u4e9b\u7814\u8ba8\u4f1a\u4e0a\u7684\u8ba8\u8bba\u60c5\u51b5\u770b\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5728\u57fa\u7840\u6a21\u578b\u4e0a\u7684\u6295\u5165\u5e76\u672a\u53d7\u5230\u300cScaling Law \u649e\u5899\u8bba\u300d\u7684\u5f71\u54cd\uff0c\u4f9d\u7136\u8ba4\u4e3a\u57fa\u7840\u5927\u6a21\u578b\u5927\u6709\u53ef\u4e3a\uff1b\u540c\u65f6\uff0c\u8bad\u7ec3\u57fa\u7840\u5927\u6a21\u578b\u5bf9\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u81ea\u8eab\u4ee5\u53ca AI \u9886\u57df\u7684\u521b\u4e1a\u8005\u6765\u8bf4\u90fd\u5177\u6709\u5de8\u5927\u7684\u6f5c\u5728\u4ef7\u503c\u3002\u8fd9\u7bc7\u6587\u7ae0\u5c06\u544a\u8bc9\u4f60\u4e3a\u4ec0\u4e48\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e0d\u53ef\u80fd\u653e\u5f03\u57fa\u7840\u5927\u6a21\u578b\uff0c\u8fd8\u4f1a\u7ee7\u7eed\u4e00\u8def\u8d70\u4e0b\u53bb\u3002<\/section>\n
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Scaling Law \u5c31\u7b97\u649e\u5899\u4e5f\u65e0\u59a8
\u57fa\u7840\u5927\u6a21\u578b\u4f9d\u7136\u5927\u6709\u53ef\u4e3a<\/strong><\/section>\n
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Scaling Law \u662f\u5426\u5df2\u7ecf\u6216\u5c06\u8981\u649e\u5899\uff1f\u5bf9\u8fd9\u4e2a\u95ee\u9898\u7684\u4e89\u8bba\u5df2\u7ecf\u904d\u5e03\u6574\u4e2a\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u3002\u6beb\u4e0d\u5938\u5f20\u5730\u8bb2\uff0c\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u76f4\u63a5\u51b3\u5b9a\u7740 AI \u9886\u57df\u7684\u8d44\u6e90\u548c\u8d44\u91d1\u6d41\u5411\u3002\u4f46\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5373\u4fbf\u8fd9\u4e2a\u95ee\u9898\u5df2\u7ecf\u5f15\u53d1\u8bb8\u591a\u4e1a\u5185\u5927\u4f6c\u7684\u4e89\u8bba\uff0c\u6211\u4eec\u4f9d\u7136\u6ca1\u80fd\u770b\u5230\u4e00\u4e2a\u786e\u5207\u7b54\u6848\u7684\u82d7\u5934\u3002<\/section>\n
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OpenAI CEO Sam Altman \u575a\u4fe1\u300c\u6ca1\u6709\u5899\u300d\uff0c\u800c\u8457\u540d\u7814\u7a76\u8005 Ilya Sutskever \u5374\u591a\u6b21\u8868\u793a\u300c\u6211\u4eec\u6240\u77e5\u7684\u9884\u8bad\u7ec3\u5c06\u4f1a\u7ec8\u7ed3\u300d\uff0c\u56fe\u7247\u5206\u522b\u6765\u81ea X \u548c\u00a0<\/sup><\/em>NeurIPS 2024 \u6f14\u8bb2<\/em><\/a><\/sup>\u3002<\/sup><\/em><\/section>\n
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\u867d\u7136\u5173\u4e8e\u300cScaling Law \u662f\u5426\u649e\u5899<\/a>\u300d\u7684\u4e89\u8bba\u7eb7\u7eb7\u6270\u6270\uff0c\u4f46\u521a\u521a\u53d1\u5e03 Nova \u7cfb\u5217\u6a21\u578b\u7684\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u663e\u7136\u5e76\u4e0d\u53d7\u5f71\u54cd\uff1b\u4e0d\u4ec5\u5982\u6b64\uff0c\u4ed6\u4eec\u8fd8\u5bf9\u57fa\u7840\u5927\u6a21\u578b\u7684\u524d\u666f\u975e\u5e38\u4e50\u89c2\u3002\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5927\u4e2d\u534e\u533a\u4ea7\u54c1\u90e8\u603b\u7ecf\u7406\u9648\u6653\u5efa\u5c31\u8868\u8fbe\u4e86\u8fd9\u6837\u7684\u89c2\u70b9\uff0c\u4ed6\u8bf4\uff1a\u300c\u5230\u4eca\u5929\u4e3a\u6b62\uff0c\u57fa\u7840\u5927\u6a21\u578b\u8fd8\u8fdc\u8fdc\u6ca1\u6709\u5230\u975e\u5e38\u6210\u719f\u3001\u5df2\u7ecf\u4e0d\u9700\u8981\u65b0\u7684\u63d0\u4f9b\u5546\u5165\u5c40\u7684\u9636\u6bb5\uff0c\u5b83\u5176\u5b9e\u8fd8\u662f\u5728\u4e00\u4e2a\u975e\u5e38\u65e9\u671f\u7684\u9636\u6bb5<\/strong>\u3002\u300d<\/section>\n
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\u4e8b\u5b9e\u4e0a\uff0c\u6050\u6015\u4e0d\u6b62\u4e9a\u9a6c\u900a\u4e00\u5bb6\u516c\u53f8\u8fd9\u4e48\u60f3\uff0c\u6bd5\u7adf\u5b83\u5e76\u4e0d\u662f\u552f\u4e00\u4ecd\u5728\u79ef\u6781\u5e03\u5c40\u57fa\u7840\u5927\u6a21\u578b\u7684\u79d1\u6280\u5de8\u5934\u3002\u6bd4\u5982\u82f9\u679c\u5c31\u4e00\u76f4\u5728\u7814\u53d1\u89c4\u6a21\u4e0d\u5927\u7684\u57fa\u7840\u5927\u6a21\u578b\uff0c\u524d\u4e9b\u5929\u8fd8\u521a\u521a\u53d1\u5e03\u4e86\u4e00\u6b3e\u591a\u6a21\u6001\u6a21\u578b\u00a0STIV<\/a>\uff1b\u91cd\u91d1\u652f\u6301 OpenAI \u7684\u5fae\u8f6f\u4e5f\u6ca1\u6709\u653e\u5f03\u81ea\u5bb6\u7684\u5927\u6a21\u578b\uff0c\u66f4\u9051\u8bba\u8c37\u6b4c\u548c Meta \u4e86\u3002\u5728\u56fd\u5185\uff0c\u5b57\u8282\u8df3\u52a8\u3001\u963f\u91cc\u5df4\u5df4\u548c\u817e\u8baf\u7b49\u5de8\u5934\u4e5f\u90fd\u6709\u81ea\u5df1\u7684\u57fa\u7840\u5927\u6a21\u578b\u9879\u76ee\u3002\u9648\u6653\u5efa\u4e5f\u8bf4\u660e\u4e86\u8fd9\u4e00\u70b9\uff1a\u300c\u5728\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5185\u90e8\uff0c\u6211\u4eec\u6709\u9ad8\u5ea6\u5171\u8bc6\u8ba4\u4e3a\u8981\u505a\u5927\u6a21\u578b\u3002\u300d<\/section>\n
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\u7a76\u5176\u6839\u672c\uff0c\u76ee\u524d\u5173\u4e8e Scaling Law \u662f\u5426\u649e\u5899\u7684\u95ee\u9898\u5176\u5b9e\u4e3b\u8981\u96c6\u4e2d\u5728\u6570\u636e\u4e0a\u3002\u524d\u6bb5\u65f6\u95f4\u6709\u4e00\u9879\u7814\u7a76\u8ba4\u4e3a\uff0c\u5982\u679c LLM \u4fdd\u6301\u73b0\u5728\u7684\u53d1\u5c55\u52bf\u5934\uff0c\u9884\u8ba1\u5728 2028 \u5e74\u5de6\u53f3\uff0c\u5df2\u6709\u7684\u6570\u636e\u50a8\u91cf\u5c06\u88ab\u5168\u90e8\u5229\u7528\u5b8c\uff1b\u524d\u4e9b\u5929 Ilya Sutskever \u4e5f\u8868\u793a\u6570\u636e\u5c31\u50cf\u662f AI \u7684\u5316\u77f3\u71c3\u6599\uff0c\u8fdf\u65e9\u4f1a\u6d88\u8017\u5149\uff1a\u300c\u6211\u4eec\u5df2\u7ecf\u8fbe\u5230\u4e86\u6570\u636e\u7684\u5cf0\u503c\uff0c\u672a\u6765\u4e0d\u4f1a\u518d\u6709\u66f4\u591a\u6570\u636e\u3002\u6211\u4eec\u5fc5\u987b\u5229\u7528\u73b0\u6709\u7684\u6570\u636e\uff0c\u56e0\u4e3a\u4e92\u8054\u7f51\u53ea\u6709\u4e00\u4e2a\u3002\u300d<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u6765\u81ea\u8bba\u6587\u300aWill we run out of data? Limits of LLM scaling based on human-generated data\u300b<\/sup><\/em><\/section>\n
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\u4f46\u5b9e\u9645\u4e0a\uff0c\u516c\u5171\u4e92\u8054\u7f51\u6570\u636e\u5e76\u4e0d\u80fd\u5b8c\u5168\u4ee3\u8868\u6240\u6709\u6570\u636e\u3002\u4eba\u7c7b\u4e16\u754c\u8fd8\u6709\u5f88\u591a\u6570\u636e\u5e76\u672a\u6570\u5b57\u5316\u6216\u6ca1\u6709\u516c\u5f00\uff0c\u5305\u62ec\u5927\u91cf\u53e4\u8001\u7684\u7eb8\u8d28\u6587\u732e\u3001\u5927\u91cf\u6d89\u53ca\u673a\u5bc6\u6216\u9690\u79c1\u7684\u6570\u636e\u3001\u8bb8\u591a\u7269\u8054\u7f51\u548c\u4f20\u611f\u5668\u6570\u636e\u4ee5\u53ca\u5c01\u95ed\u7684\u884c\u4e1a\u6570\u636e\u7b49\u3002<\/section>\n
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\u6b64\u5916\uff0c\u4eba\u7c7b\u6bcf\u4e00\u5929\u90fd\u8fd8\u5728\u7ee7\u7eed\u4ea7\u751f\u5927\u91cf\u65b0\u6570\u636e \u2014\u2014 \u867d\u7136\u5176\u4e2d\u7edd\u5927\u90e8\u5206\u90fd\u662f\u4f4e\u8d28\u91cf\u6216\u91cd\u590d\u7684\u6570\u636e\uff0c\u4f46\u4e5f\u4e0d\u80fd\u5426\u8ba4\uff0c\u5f53\u4efb\u4f55\u4e00\u79cd\u65b0\u6280\u672f\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\uff0c\u53c8\u4f1a\u521b\u751f\u51fa\u5927\u91cf\u65b0\u5f62\u52bf\u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff0c\u800c\u6211\u4eec\u53c8\u6b63\u5904\u4e8e\u4e00\u4e2a\u65b0\u6280\u672f\u8ff8\u53d1\u7684\u65f6\u4ee3\uff0c\u91cf\u5b50\u8ba1\u7b97\u3001\u751f\u7269\u6280\u672f\u3001\u865a\u62df\u548c\u6df7\u5408\u73b0\u5b9e\u3001\u7269\u8054\u7f51\u2026\u2026 \u5b83\u4eec\u90fd\u6709\u53ef\u80fd\u6210\u4e3a\u4e0b\u4e00\u4ee3 AI \u7684\u91cd\u8981\u6570\u636e\u6765\u6e90\u3002<\/section>\n
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\u56e0\u6b64\uff0c\u5c31\u7b97\u57fa\u4e8e\u516c\u5171\u4e92\u8054\u7f51\u7684\u6570\u636e Scaling \u649e\u5899\u4e86\uff0c\u57fa\u7840\u5927\u6a21\u578b\u7684\u53d1\u5c55\u4e5f\u4e0d\u4f1a\u505c\u6ede\uff0c\u79c1\u6709\u6570\u636e\u548c\u65b0\u578b\u6570\u636e\u6709\u671b\u7ee7\u7eed\u521b\u9020\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/section>\n
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\u9648\u6653\u5efa\u4e5f\u6307\u51fa\u4e86\u8fd9\u4e00\u70b9\uff1a\u300c\u6570\u636e\u7684\u4ef7\u503c\u662f\u6beb\u65e0\u7591\u95ee\u7684\u3002\u6211\u4eec\u4e00\u76f4\u5728\u5f3a\u8c03\uff0c\u5728\u8fd9\u4e2a\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u5408\u9002\u7684\u6a21\u578b\u548c\u5e73\u53f0\u53ea\u662f\u5176\u4e2d\u4e00\u4e2a\u90e8\u5206\uff0c\u8fdc\u8fdc\u4e0d\u662f\u505a\u5927\u6a21\u578b\u7684\u5168\u90e8\u3002\u4f60\u7684\u6574\u4e2a\u6570\u636e\u8d44\u4ea7\uff0c\u4f60\u7684\u6570\u636e\u57fa\u5ea7\u624d\u662f\u4f60\u771f\u6b63\u5b9e\u73b0\u4e1a\u52a1\u5dee\u5f02\u5316\u7684\u80fd\u529b\u3002\u300d<\/section>\n
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\u6b64\u5916\uff0c\u5df2\u6709\u6570\u636e\u662f\u5426\u5df2\u88ab\u5145\u5206\u5229\u7528\u4e5f\u662f\u4e00\u4e2a\u6709\u5f85\u5546\u69b7\u7684\u95ee\u9898\uff0c\u6bd5\u7adf\u6211\u4eec\u4e0d\u80fd\u4fdd\u8bc1\u73b0\u5728\u7684 token \u5316\u65b9\u6848\u5c31\u662f\u5b8c\u7f8e\u7684\uff0c\u80fd\u591f\u5728\u4e0d\u4e22\u5931\u4efb\u4f55\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u5bf9\u6587\u672c\u3001\u89c6\u9891\u3001\u65f6\u95f4\u548c\u7a7a\u95f4\u7b49\u4fe1\u606f\u7684\u7f16\u7801\u3002\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u6269\u5927\u4ee5\u53ca\u7f16\u7801\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u6f14\u8fdb\uff0c\u57fa\u7840\u5927\u6a21\u578b\u6216\u8bb8\u80fd\u4ece\u5df2\u6709\u6570\u636e\u4e2d\u53d1\u6398\u51fa\u65b0\u7684\u517b\u5206\uff0c\u5b9e\u73b0\u8fdb\u4e00\u6b65\u7684 Scaling\u3002<\/section>\n
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\u5f53\u7136\uff0c\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u63a2\u7d22\u65b9\u5411\u4e5f\u4e0d\u5bb9\u5ffd\u89c6\uff0c\u5373\u5229\u7528 AI \u5408\u6210\u9ad8\u8d28\u91cf\u6570\u636e\u6765\u8bad\u7ec3\u4e0b\u4e00\u4ee3 AI\u3002<\/section>\n
<\/a><\/section>\n
\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5f00\u6e90\u7684\u4e00\u4e2a\u4f7f\u7528 Amazon Bedrock \u751f\u6210\u5408\u6210\u6570\u636e\u96c6\u7684\u9879\u76ee\u67b6\u6784\uff0c\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/aws-samples\/amazon-bedrock-synthetic-manufacturing-data-generator<\/sup><\/em><\/section>\n
<\/section>\n
\u603b\u4e4b\uff0cScaling Law \u649e\u5899\u8bba\u663e\u7136\u65e0\u6cd5\u52a8\u6447\u4e9a\u9a6c\u900a\u7b49\u79d1\u6280\u5de8\u5934\u7ee7\u7eed\u6295\u5165\u57fa\u7840\u5927\u6a21\u578b\u7684\u51b3\u5fc3\u3002\u4e8b\u5b9e\u60c5\u51b5\u53ef\u80fd\u521a\u597d\u76f8\u53cd\uff0c\u5b83\u4eec\u4e0d\u4ec5\u770b\u5230\u4e86\u57fa\u7840\u6a21\u578b\u76ee\u524d\u7684\u5e94\u7528\u4ef7\u503c\uff0c\u8fd8\u770b\u5230\u4e86\u672a\u6765\u901a\u8fc7\u6280\u672f\u8fdb\u6b65\u548c\u6570\u636e\u6316\u6398\u5b9e\u73b0\u66f4\u5927\u7a81\u7834\u7684\u673a\u4f1a\u3002<\/section>\n
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\u5728 re:Invent \u5927\u4f1a\u4e0a\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u53d1\u5e03\u4e86\u591a\u6b3e\u4e0e\u6570\u636e\u76f8\u5173\u7684\u4ea7\u54c1\uff0c\u5305\u62ec\u53ef\u4ee5\u8fde\u63a5\u591a\u4e2a\u5916\u90e8\u6570\u636e\u6e90\u7684 Kendra Index<\/strong>\u3001\u8ba9\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u81ea\u5df1\u7684\u79c1\u6709\u6570\u636e\u7684\u7ed3\u6784\u5316\u6570\u636e\u68c0\u7d22\u80fd\u529b<\/strong>\u3001\u7528\u4e8e\u77e5\u8bc6\u56fe\u8c31\u7684 GraphRAG \u6280\u672f<\/strong>\u3001\u7528\u4e8e\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u6570\u636e\u589e\u5f3a\u529f\u80fd<\/strong>\u4ee5\u53ca\u5347\u7ea7\u7248\u7684\u00a0Sag<\/strong>eMaker<\/strong>\uff08\u5c06\u6570\u636e\u3001\u5206\u6790\u548c AI \u6574\u5408\u5230\u4e00\u8d77\u7684\u670d\u52a1\uff09\u3002\u9648\u6653\u5efa\u8868\u793a\uff1a\u300c\u6240\u6709\u8fd9\u4e9b\u5de5\u5177\u90fd\u662f\u4e3a\u4e86\u5e2e\u52a9\u5927\u5bb6\u66f4\u597d\u5730\u628a\u81ea\u5df1\u7684\u79c1\u6709\u6570\u636e \u2014\u2014 \u65e0\u8bba\u662f\u7ed3\u6784\u5316\u8fd8\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e \u2014\u2014 \u901a\u8fc7 Bedrock \u5e73\u53f0\u66f4\u65b9\u4fbf\u5730\u8ddf\u5927\u6a21\u578b\u80fd\u529b\u6574\u5408\u8d77\u6765\u3002\u300d<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0b\u4e00\u4ee3 Amazon SageMaker \u6982\u51b5\uff0c\u6765\u81ea\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280 re:Invent 2024<\/sup><\/em><\/section>\n
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\u5728\u300cScaling Law \u662f\u5426\u649e\u5899\u300d\u7684\u4e89\u8bba\u4e2d\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e00\u65b9\u9762\u6ca1\u6709\u653e\u5f03\u57fa\u7840\u5927\u6a21\u578b\uff0c\u53e6\u4e00\u65b9\u9762\u4e5f\u5728\u79ef\u6781\u63a2\u7d22\u5176\u5b83\u6709\u6f5c\u529b\u7684\u6280\u672f\u65b9\u5411\u3002\u6bd4\u5982\uff0c\u53bb\u5e74 11 \u6708\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u5c31\u5ba3\u5e03\u4e3a Bedrock \u7684\u667a\u80fd\u4f53\uff08Agents\uff09\u914d\u5907\u4e0a\u4e86\u601d\u7ef4\u94fe\uff08CoT\uff09\u63a8\u7406\u80fd\u529b\uff1b\u6b64\u5916\uff0c\u5728\u4eca\u5e74\u7684 re:Invent \u5927\u4f1a\u4e0a\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u8fd8\u63a8\u51fa\u4e86\u4e00\u4e2a\u540d\u53eb Automated Reasoning checks \u7684\u670d\u52a1\uff0c\u53ef\u901a\u8fc7\u81ea\u52a8\u63a8\u7406\u51cf\u5c11\u5927\u6a21\u578b\u5e7b\u89c9\u3001\u68c0\u67e5\u63d0\u9ad8\u5bf9\u8bdd\u5f0f AI \u51c6\u786e\u6027\u3002<\/section>\n
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\u5229\u5df1\u4e5f\u5229\u521b\u4e1a\u8005
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\u6beb\u65e0\u7591\u95ee\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e4b\u6240\u4ee5\u6295\u5165\u5927\u91cf\u8d44\u6e90\u6765\u8bad\u7ec3\u57fa\u7840\u5927\u6a21\u578b\uff0c\u9996\u5148\u8fd9\u80af\u5b9a\u662f\u5bf9\u5176\u81ea\u8eab\u6709\u5229\u7684\u3002<\/section>\n
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\u6211\u4eec\u77e5\u9053\uff0c\u521b\u4e1a\u516c\u53f8\u6216\u5c0f\u516c\u53f8\u5f80\u5f80\u7f3a\u4e4f\u50cf OpenAI \u6216\u8c37\u6b4c\u90a3\u6837\u7684\u8d44\u6e90\uff0c\u5f88\u96be\u81ea\u5df1\u8bad\u7ec3\u51fa\u6ee1\u8db3\u81ea\u8eab\u4e1a\u52a1\u7684\u5927\u6a21\u578b\uff0c\u56e0\u6b64\uff0c\u9762\u5411\u4f01\u4e1a\uff08To B\uff09\u7684\u5927\u6a21\u578b\u6709\u4e00\u4e2a\u5b58\u5728\u5f3a\u70c8\u9700\u6c42\u7684\u5e02\u573a\u3002\u76ee\u524d\uff0c\u51e0\u4e4e\u6240\u6709\u7684\u4e91\u670d\u52a1\u5546\u548c\u5927\u6a21\u578b\u670d\u52a1\u63d0\u4f9b\u5546\u90fd\u5728\u52aa\u529b\u4e89\u593a\u8fd9\u4e00\u5feb\u901f\u589e\u957f\u7684\u5e02\u573a\u7684\u4efd\u989d\u3002\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\uff0c\u5750\u5728\u4e91\u670d\u52a1\u5546\u7684\u5934\u628a\u4ea4\u6905\u4e0a\uff0c\u81ea\u7136\u4e0d\u53ef\u80fd\u9519\u8fc7\u8fd9\u5757\u6f5c\u529b\u65e0\u9650\u7684\u5927\u86cb\u7cd5\u3002<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u7ee7\u7eed\u7ef4\u6301\u5728\u4e91\u5e02\u573a\u7684\u9886\u5148\u5730\u4f4d\uff0c\u6765\u81ea Statista<\/sup><\/em><\/section>\n
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\u4ece\u7528\u6237\uff0c\u5c24\u5176\u662f\u521b\u4e1a\u8005\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u4e0d\u8bba\u662f\u8ba1\u5212\u81ea\u5df1\u8bad\u7ec3\u6a21\u578b\u7684\u56e2\u961f\uff0c\u8fd8\u662f\u5e0c\u671b\u57fa\u4e8e\u73b0\u6210\u6a21\u578b\u90e8\u7f72\u5e94\u7528\u7684\u5f00\u53d1\u8005\uff0c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u7684\u57fa\u7840\u6a21\u578b\u90fd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u529b\u7684\u66ff\u4ee3\u9009\u9879<\/strong>\u3002\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u4e2d\u56fd\u533a\u6280\u672f\u5408\u4f5c\u4f19\u4f34\u603b\u76d1\u674e\u5954\u4e5f\u5728\u7814\u8ba8\u4f1a\u4e0a\u63d0\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u4ed6\u8868\u793a\uff1a\u300c\u6211\u4eec\u9762\u5bf9\u7684\u5ba2\u6237\u6709\u4e24\u79cd\u5c5e\u6027\uff1a\u4e00\u79cd\u662f Buyer \u5c5e\u6027\uff0c\u4e00\u79cd\u662f Builder \u5c5e\u6027\u3002Builder \u516c\u53f8\u53ef\u80fd\u66f4\u559c\u6b22\u7528\u5de5\u5177\u94fe\u81ea\u5df1\u53bb\u6784\u5efa\u3002\u4f46\u8fd8\u6709\u5f88\u591a\u5ba2\u6237\u7fa4\u662f Buyer \u5c5e\u6027\u7684\uff0c\u4ed6\u4eec\u4e0d\u5927\u4f1a\u53bb\u81ea\u5df1 build\uff0c\u4ed6\u4eec\u66f4\u613f\u610f\u76f4\u63a5\u8d2d\u4e70\u597d\u7684\u5e94\u7528\u4ea7\u54c1\u6765\u63d0\u5347\u80fd\u529b\u3002\u300d<\/section>\n
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\u4f5c\u4e3a\u7528\u6237\uff0c\u66ff\u4ee3\u9009\u9879\u5e26\u6765\u7684\u597d\u5904\u663e\u800c\u6613\u89c1\uff0c\u5c24\u5176\u662f\u6211\u4eec\u4e2d\u56fd\u4e92\u8054\u7f51\u7528\u6237\uff0c\u5bf9\u6b64\u7684\u611f\u53d7\u53ef\u80fd\u5c24\u4e3a\u6df1\u523b\u3002\u800c\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u7684 Nova \u7cfb\u5217\u53ef\u4e3a\u521b\u4e1a\u8005\u548c\u5c0f\u516c\u53f8\u63d0\u4f9b\u4e00\u4e2a\u5e76\u4e0d\u6bd4\u5176\u5b83\u7ade\u4e89\u8005\u5dee\u7684\u66ff\u4ee3\u9009\u9879\uff0c\u5e76\u4e14\u4e0d\u540c\u89c4\u6a21\u7684\u7248\u672c\u8fd8\u80fd\u6ee1\u8db3\u4e0d\u540c\u5c42\u6b21\u7684\u9700\u6c42\uff0c\u964d\u4f4e\u4e86\u8fdb\u5165\u58c1\u5792<\/strong>\u3002\u6bd4\u5982 Nova Pro \u548c Nova Lite \u867d\u7136\u6027\u80fd\u4e0d\u53ca Nova Premier\uff0c\u4f46\u540c\u6837\u53ef\u4ee5\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u548c\u89c6\u9891\u7b49\u591a\u79cd\u6a21\u6001\u7684\u6570\u636e\u3002\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u521b\u4e1a\u516c\u53f8\u6765\u8bf4\uff0c\u8fd9\u4e9b\u4f4e\u6210\u672c\u4e14\u6027\u80fd\u4f18\u8d8a\u7684\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u79cd\u80fd\u591f\u5feb\u901f\u90e8\u7f72\u5e76\u652f\u6301\u521b\u65b0\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u4f7f\u7528 Nova Pro \u6267\u884c\u6587\u6863\u5206\u6790\u793a\u4f8b\uff0c\u6765\u81ea\u4e9a\u9a6c\u900a\u4e91\u79d1\u6280\u535a\u5ba2<\/sup><\/em><\/section>\n
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\u4e0e\u6b64\u540c\u65f6\uff0c\u66ff\u4ee3\u9009\u9879\u8fd8\u80fd\u4fdd\u8bc1\u521b\u4e1a\u516c\u53f8\u7684\u4e1a\u52a1\u5b89\u5168<\/strong>\u3002\u8fd9\u4e0d\uff0c\u524d\u4e9b\u5929 ChatGPT \u5b95\u673a\u4e8b\u4ef6\u8fd8\u5386\u5386\u5728\u76ee\uff0c\u5168\u4e16\u754c\u7684\u7528\u6237\u90fd\u6df1\u6df1\u53d7\u5230\u5f71\u54cd\u3002Vozo AI \u521b\u59cb\u4eba\u5468\u660c\u5370\u5728\u7814\u8ba8\u4f1a\u4e0a\u4e5f\u8868\u8fbe\u4e86\u7c7b\u4f3c\u7684\u770b\u6cd5\uff1a\u300c\u6211\u89c9\u5f97\u5bf9\u4e8e\u5927\u6a21\u578b\uff0c\u6211\u4eec\u5e0c\u671b\u6709 Multiple LLM\uff0c\u8fd9\u5bf9\u6211\u4eec\u7684\u4e1a\u52a1\u6765\u8bf4\u662f\u6bd4\u8f83\u5b89\u5168\u7684\u3002\u300d<\/section>\n
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