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\u8fd9\u6bb5\u65f6\u95f4\uff0cOpenAI \u5ba3\u544a\u8fde\u7eed 12 \u8f6e\u8f70\u70b8\uff0c\u8ba9 2024 \u5e74\u5e95\u7684\u5927\u6a21\u578b\u9886\u57df\u70ed\u95f9\u8d77\u6765\u4e86\u3002<\/section>\n
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\u5c31\u5728\u524d\u51e0\u5929\uff0c2024 \u51ac\u5b63\u706b\u5c71\u5f15\u64ce FORCE \u539f\u52a8\u529b\u5927\u4f1a\u4e0a\uff0c\u5b57\u8282\u8df3\u52a8\u7684\u8c46\u5305\u5927\u6a21\u578b\u5bb6\u65cf\uff0c\u6765\u4e86\u4e00\u573a\u7206\u53d1\u5f0f\u4e0a\u65b0\u3002<\/section>\n
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\u9664\u4e86\u4e0d\u65ad\u5347\u7ea7\u7684\u6a21\u578b\u80fd\u529b\u4e4b\u5916\uff0c\u706b\u5c71\u5f15\u64ce\u8fd8\u89e3\u51b3\u4e86\u300c\u6210\u672c\u592a\u9ad8\u300d\u548c\u300c\u843d\u5730\u592a\u96be\u300d\u4e24\u9879\u5927\u6a21\u578b\u5e94\u7528\u6311\u6218\u3002\u76ee\u524d\uff0c\u8fd9\u4e2a\u5e73\u53f0\u63d0\u4f9b\u4ece\u4e91\u8ba1\u7b97\u3001\u6280\u672f\u5f15\u64ce\u3001\u667a\u80fd\u5e94\u7528\u5230\u884c\u4e1a\u89e3\u51b3\u65b9\u6848\u7684\u5168\u6808\u670d\u52a1\u3002<\/section>\n
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\u6a21\u578b\u5c42\u9762\uff0c\u8c46\u5305\u5927\u6a21\u578b\u5bb6\u65cf\u5df2\u7ecf\u6709\u5341\u51e0\u4f4d\u6210\u5458\uff0c\u8986\u76d6\u4e86\u5e38\u89c1\u5e94\u7528\u573a\u666f\u3002<\/section>\n
<\/a><\/section>\n
\u7279\u522b\u5730\uff0c\u706b\u5c71\u5f15\u64ce\u4e3a\u5927\u6a21\u578b\u843d\u5730\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u8986\u76d6\u5168\u6d41\u7a0b\u7684\u5de5\u5177\uff0c\u5305\u62ec\u4e00\u7ad9\u5f0f\u5927\u6a21\u578b\u670d\u52a1\u5e73\u53f0\u706b\u5c71\u65b9\u821f\u3001\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u6263\u5b50\u3001\u4f01\u4e1a\u4e13\u5c5e AI \u5e94\u7528\u521b\u65b0\u5e73\u53f0 HiAgent\u3002<\/strong>\u8fd9\u4e9b\u5de5\u5177\uff0c\u5728\u672c\u6b21\u5927\u4f1a\u4e0a\u4e5f\u90fd\u540c\u6b65\u5347\u7ea7\u3002<\/section>\n
<\/section>\n
\u706b\u5c71\u5f15\u64ce\u8fd9\u6b21\u4e00\u53e3\u6c14\u63a8\u51fa\u4e86\u00a0Prompt \u4f18\u89e3\u3001\u5927\u6a21\u578b\u8bb0\u5fc6\u5e94\u7528<\/strong>\u7b49\u4ea7\u54c1\uff0c\u6301\u7eed\u4fdd\u969c\u4f01\u4e1a\u7ea7 AI \u5e94\u7528\u7684\u843d\u5730\u3002Prompt \u4f18\u89e3\u662f\u5168\u65b0\u4e00\u4ee3\u63d0\u793a\u8bcd\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8 + \u4e92\u52a8\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u4e86\u4eba\u5de5\u7f16\u5199 Prompt \u96be\u5ea6\u9ad8\u3001\u8017\u65f6\u5199\u3001\u91cd\u65b0\u9002\u914d\u7684\u95ee\u9898\u3002\u5927\u6a21\u578b\u8bb0\u5fc6\u5e94\u7528\u57fa\u4e8e\u77e5\u8bc6\u5e93 RAG \u6280\u672f\u548c\u4e0a\u4e0b\u6587\u7f13\u5b58\u6280\u672f\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u7528\u6237\u6253\u9020\u7075\u6d3b\u7684\u5927\u6a21\u578b\u8bb0\u5fc6\u65b9\u6848\uff0c\u5e76\u63a8\u51fa prefix cache \u548c session cache API\uff0c\u964d\u4f4e\u5ef6\u8fdf\u548c\u6210\u672c\u3002<\/section>\n
<\/section>\n
\u6263\u5b50\u4e5f\u5728\u8fd9\u6b21\u5927\u4f1a\u4e0a\u5347\u7ea7\u5230\u4e86 1.5 \u7248\u672c\uff0c\u8fd8\u516c\u5e03\u4e86\u5f00\u53d1\u8005\u751f\u6001\u65b9\u9762\u7684\u4eae\u773c\u6210\u7ee9\uff1a\u76ee\u524d\u5e73\u53f0\u5df2\u6709\u8d85\u8fc7 100 \u4e07\u7684\u6d3b\u8dc3\u5f00\u53d1\u8005\uff0c\u5171\u53d1\u5e03\u8fc7 200 \u4e07\u4e2a\u667a\u80fd\u4f53\u3002<\/strong>\u5305\u62ec\u6700\u65b0\u53d1\u5e03\u7684\u8c46\u5305\u591a\u6a21\u6001\u6a21\u578b\u4eec\uff0c\u7528\u6237\u4eec\u90fd\u80fd\u7b2c\u4e00\u65f6\u95f4\u5728\u6263\u5b50\u5e73\u53f0\u901a\u8fc7\u63d2\u4ef6\u7684\u65b9\u5f0f\u4f53\u9a8c\u3002<\/section>\n
<\/section>\n
\u5728\u6700\u65b0\u53d1\u5e03\u7684\u00a0HiAgent 1.5 \u7248\u672c<\/strong>\u4e2d\uff0c\u706b\u5c71\u5f15\u64ce\u63d0\u4f9b\u4e86 100 \u591a\u4e2a\u884c\u4e1a\u5e94\u7528\u6a21\u677f\uff0c\u63d0\u4f9b\u7ed9\u4f01\u4e1a\u7528\u6237\u4e00\u952e\u590d\u5236\uff0c\u5b9e\u73b0\u4f4e\u4ee3\u7801\u6784\u5efa\u667a\u80fd\u4f53\u3002\u540c\u6b65\u53d1\u5e03\u7684 GraphRAG \u5219\u901a\u8fc7\u8fde\u63a5\u77e5\u8bc6\u56fe\u8c31\u4e3a\u5927\u6a21\u578b\u63d0\u4f9b\u77e5\u8bc6\u53ca\u5173\u7cfb\u4fe1\u606f\uff0c\u4ee5\u6b64\u589e\u5f3a\u56de\u7b54\u8d28\u91cf\u3001\u652f\u6301\u591a\u8df3\u95ee\u9898\u56de\u7b54\u3002\u518d\u901a\u8fc7 Reranker\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u56de\u7b54\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002\u5982\u6b64\u4e00\u6765\uff0c\u4f01\u4e1a\u5c31\u80fd\u6784\u5efa\u4e13\u5bb6\u7ea7\u522b\u7684 AI \u5e94\u7528\u3002<\/section>\n
<\/section>\n
\u5728\u4e91\u670d\u52a1\u5c42\u9762\uff0c\u57fa\u4e8e\u5f53\u524d\u4f01\u4e1a\u4f7f\u7528\u5927\u6a21\u578b\u63a8\u7406\u5bf9\u8ba1\u7b97\u6548\u7387\u7684\u65b0\u8981\u6c42\uff0c\u706b\u5c71\u5f15\u64ce\u5df2\u7ecf\u5b8c\u6210\u4e86\u4ece Cloud Native \u5230 AI Cloud Native \u7684\u8f6c\u578b\uff0c\u6253\u9020\u4ee5 AI \u8d1f\u8f7d\u4e3a\u4e2d\u5fc3\u7684\u57fa\u7840\u67b6\u6784\u65b0\u8303\u5f0f\u3002<\/strong><\/section>\n
<\/section>\n
GPU \u5728\u5e76\u884c\u5904\u7406\u80fd\u529b\u548c\u9ad8\u541e\u5410\u91cf\u65b9\u9762\u66f4\u9002\u5408\u5927\u89c4\u6a21\u63a8\u7406\u4f7f\u7528\uff0c\u7136\u800c\uff0c\u4f20\u7edf GPU \u52a0 CPU \u7684\u5f02\u6784\u8ba1\u7b97\u4e2d\uff0cGPU \u4ece\u5b58\u50a8\u52a0\u8f7d\u6570\u636e\u8fdb\u884c\u5904\u7406\u90fd\u5fc5\u987b\u7531 CPU \u63a7\u5236\u3002\u8fd1\u5e74\u6765\u7684\u4e00\u4e2a\u8d8b\u52bf\u662f\u8ba1\u7b97\u4ece CPU \u8f6c\u79fb\u5230 GPU\uff0cGPU \u8ba1\u7b97\u5728\u6574\u4e2a\u7cfb\u7edf\u7684\u6bd4\u4f8b\u8d8a\u6765\u8d8a\u5927\uff0c\u56e0\u6b64\u8fc7\u53bb\u7684 I\/O \u6d41\u7a0b\u6210\u4e3a\u5de8\u5927\u7684\u6548\u7387\u74f6\u9888\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u9020\u6210\u4e86 GPU \u8d44\u6e90\u7684\u6d6a\u8d39\u3002<\/section>\n
<\/section>\n
\u57fa\u4e8e AI \u4e91\u539f\u751f\u7684\u7406\u5ff5\uff0c\u706b\u5c71\u5f15\u64ce\u8fd9\u6b21\u63a8\u51fa\u4e86\u65b0\u4e00\u4ee3\u8ba1\u7b97\u3001\u7f51\u7edc\u3001\u5b58\u50a8\u548c\u548c\u5b89\u5168\u4ea7\u54c1\u3002\u5728\u8ba1\u7b97\u5c42\u9762\uff0c\u65b0\u4e00\u4ee3\u7684\u706b\u5c71\u5f15\u64ce GPU \u5b9e\u4f8b\uff0c\u901a\u8fc7 vRDMA \u7f51\u7edc\uff0c\u652f\u6301\u5927\u89c4\u6a21\u5e76\u884c\u8ba1\u7b97\u548c P\/D \u5206\u79bb\u63a8\u7406\u67b6\u6784\uff0c\u663e\u8457\u63d0\u5347\u8bad\u7ec3\u548c\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u6210\u672c\u3002\u5b58\u50a8\u4e0a\uff0c\u65b0\u63a8\u51fa\u7684 EIC \u5f39\u6027\u6781\u901f\u7f13\u5b58\uff0c\u80fd\u591f\u5b9e\u73b0 GPU \u76f4\u8fde\uff0c\u4f7f\u5927\u6a21\u578b\u63a8\u7406\u65f6\u5ef6\u964d\u4f4e\u81f3 1\/50\uff1b\u6210\u672c\u964d\u4f4e 20%\u3002\u5b89\u5168\u5c42\u9762\uff0c\u706b\u5c71\u5c06\u63a8\u51fa PCC \u79c1\u5bc6\u4e91\u670d\u52a1\uff0c\u6784\u5efa\u5927\u6a21\u578b\u7684\u53ef\u4fe1\u5e94\u7528\u4f53\u7cfb\u3002\u57fa\u4e8e PCC\uff0c\u4f01\u4e1a\u80fd\u591f\u5b9e\u73b0\u7528\u6237\u6570\u636e\u5728\u4e91\u4e0a\u63a8\u7406\u7684\u7aef\u5230\u7aef\u52a0\u5bc6\uff0c\u800c\u4e14\u6027\u80fd\u5f88\u597d\uff0c\u63a8\u7406\u65f6\u5ef6\u6bd4\u660e\u6587\u6a21\u5f0f\u7684\u5dee\u5f02\u5728 5% \u4ee5\u5185\u3002<\/section>\n
<\/section>\n
\u300c\u4eca\u5e74\u662f\u5927\u6a21\u578b\u9ad8\u901f\u53d1\u5c55\u7684\u4e00\u5e74\u3002\u5f53\u4f60\u770b\u5230\u4e00\u5217\u9ad8\u901f\u884c\u9a76\u7684\u5217\u8f66\uff0c\u6700\u91cd\u8981\u7684\u4e8b\u5c31\u662f\u786e\u4fdd\u81ea\u5df1\u8981\u767b\u4e0a\u8fd9\u8d9f\u5217\u8f66\u3002\u901a\u8fc7 AI \u4e91\u539f\u751f\u548c\u8c46\u5305\u5927\u6a21\u578b\u5bb6\u65cf\uff0c\u706b\u5c71\u5f15\u64ce\u5e0c\u671b\u5e2e\u52a9\u4f01\u4e1a\u505a\u597d AI \u521b\u65b0\uff0c\u9a76\u5411\u66f4\u7f8e\u597d\u7684\u672a\u6765\u3002\u300d\u706b\u5c71\u5f15\u64ce\u603b\u88c1\u8c2d\u5f85\u8868\u793a\u3002<\/section>\n
<\/section>\n
\u9762\u5411 2025\uff0c\u6211\u4eec\u671f\u5f85\u4ec0\u4e48\uff1f<\/strong><\/section>\n
<\/section>\n
\u8fd9\u4e00\u5e74\uff0c\u4ece\u6280\u672f\u7814\u53d1\u7684\u89d2\u5ea6\uff0c\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u5728\u7814\u7a76\u8005\u548c\u4ece\u4e1a\u8005\u5708\u5b50\u4e2d\u5f71\u54cd\u529b\u7684\u589e\u957f\u662f\u6709\u76ee\u5171\u7779\u7684\u30022024 \u5e74\uff0c\u56e2\u961f\u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u300c\u51fa\u5708\u300d\u6210\u679c\uff0c\u5305\u62ec\u8fd1\u671f\u7684\u56fe\u50cf\u7f16\u8f91\u6a21\u578b SeedEdit\u3001\u4ee3\u7801\u8bc4\u4f30\u6570\u636e\u96c6 FullStack Bench\u3001\u65b0\u578b\u795e\u7ecf\u7f51\u7edc\u67b6\u6784 FAN \u7b49\u3002\u5728\u7a81\u7834\u524d\u6cbf\u547d\u9898\u4e4b\u5916\uff0c\u8fd9\u4e9b\u6210\u679c\u4e5f\u5bf9\u8c46\u5305\u5927\u6a21\u578b\u4ea7\u54c1\u5c42\u9762\u7684\u8fdb\u5316\u8d77\u5230\u4e86\u5173\u952e\u7684\u63a8\u52a8\u4f5c\u7528\u3002<\/section>\n
<\/section>\n
\u6b63\u662f\u57fa\u4e8e\u6280\u672f\u9a71\u52a8\u4e0b\u7684\u4ea7\u54c1\u8fc5\u901f\u8fed\u4ee3\uff0c\u8ba9\u8c46\u5305\u5750\u7a33\u4e86\u56fd\u4ea7\u5927\u6a21\u578b\u9876\u6d41\u7684\u5b9d\u5ea7\u3002\u5927\u6a21\u578b\u6280\u672f\u7206\u53d1\u4e24\u5e74\u540e\uff0c\u4e0d\u7ba1\u662f\u4e2a\u4eba\u7528\u6237\u8fd8\u662f\u4f01\u4e1a\u7528\u6237\u90fd\u80fd\u611f\u77e5\u5230\uff0c\u8c46\u5305\u5927\u6a21\u578b\u5728\u5e94\u7528\u5c42\u7684\u4f18\u52bf\u5df2\u7ecf\u975e\u5e38\u660e\u663e\u3002<\/section>\n
<\/section>\n
\u6839\u636e\u5927\u4f1a One More Thing \u73af\u8282\u7684\u900f\u9732\uff0c\u672c\u6587\u5f00\u5934 VCR \u4e2d\u6240\u5c55\u793a\u7684\u7aef\u5230\u7aef\u5b9e\u65f6\u8bed\u97f3\u529f\u80fd\uff0c\u4ee5\u53ca\u5177\u5907\u66f4\u957f\u89c6\u9891\u751f\u6210\u80fd\u529b\u7684\u8c46\u5305\u30fb\u89c6\u9891\u751f\u6210\u6a21\u578b 1.5 \u4e5f\u4f1a\u5728\u4e0d\u4e45\u540e\u4e0a\u7ebf\u3002<\/strong><\/section>\n
<\/section>\n
\u7ad9\u5728 2024 \u5e74\u7684\u672b\u5c3e\uff0c\u65e0\u8bba\u662f\u76f8\u5173\u4ece\u4e1a\u8005\u8fd8\u662f\u5927\u4f17\u90fd\u4f1a\u597d\u5947\uff1a2025 \u5e74\u7684\u5927\u6a21\u578b\u4f1a\u53d8\u6210\u4ec0\u4e48\u6837\uff1f<\/section>\n
<\/section>\n
\u6211\u4eec\u770b\u5230\u3001\u542c\u5230\u4e86\u5f88\u591a\u5173\u4e8e\u5927\u6a21\u578b\u524d\u8fdb\u65b9\u5411\u7684\u9884\u5224\uff0c\u6bd4\u5982 Scaling Law \u5373\u5c06\u649e\u5899\uff0c\u9884\u8bad\u7ec3\u5df2\u7ecf\u8d70\u5230\u5c3d\u5934\u7b49\u7b49\u3002<\/section>\n
<\/section>\n
\u4f46\u8fd9\u4e9b\u5e76\u4e0d\u610f\u5473\u7740\u5927\u6a21\u578b\u7684\u80fd\u529b\u5df2\u7ecf\u5230\u8fbe\u5929\u82b1\u677f\uff0c\u63a8\u7406 Scaling Law \u6765\u4e86\uff0cAI \u7684\u667a\u80fd\u6c34\u5e73\u53ef\u80fd\u4f1a\u5728\u77ed\u65f6\u95f4\u5185\u8dc3\u5347\u5230\u4e00\u4e2a\u65b0\u7684\u9ad8\u5ea6\u3002\u540c\u65f6\u5728\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u7b49\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\uff0c\u5927\u6a21\u578b\u4ecd\u6709\u76f8\u5f53\u5145\u8db3\u7684\u53d1\u5c55\u7a7a\u95f4\u3002\u5728\u672a\u6765\u7684 12 \u4e2a\u6708\uff0c\u5927\u6a21\u578b\u8fdb\u5316\u7684\u66f2\u7ebf\u53ef\u80fd\u4f1a\u975e\u5e38\u9661\u5ced\u3002<\/section>\n
<\/section>\n
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