{"id":7086,"date":"2026-06-10T08:01:19","date_gmt":"2026-06-10T08:01:19","guid":{"rendered":"https:\/\/www.sirayatech.com\/?p=7086"},"modified":"2026-07-10T02:07:12","modified_gmt":"2026-07-10T02:07:12","slug":"llm-routing-strategies","status":"publish","type":"post","link":"https:\/\/www.sirayatech.com\/zh\/ai\/llm-routing-strategies\/","title":{"rendered":"\u5982\u4f55\u70ba AI \u751f\u7522\u74b0\u5883\u9078\u64c7 LLM \u8def\u7531\u7b56\u7565"},"content":{"rendered":"

\u76ee\u524d\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u8def\u7531\u7b56\u7565\u7684\u7406\u8ad6\u4f9d\u64da\u5df2\u5ee3\u70ba\u4eba\u77e5\uff1a\u5c07\u7c21\u55ae\u67e5\u8a62\u50b3\u9001\u81f3\u4f4e\u6210\u672c\u6a21\u578b\uff0c\u5c07\u8907\u96dc\u67e5\u8a62\u5347\u7d1a\u81f3\u9ad8\u968e\u6a21\u578b\uff0c\u4e26\u5f9e\u4e2d\u7372\u53d6\u6210\u672c\u5dee\u984d\u3002RouteLLM \u65bc 2025 \u5e74\u767c\u8868\u7684\u8ad6\u6587\u8b49\u5be6\uff0c\u5728\u7dad\u6301 95% \u7684 GPT-4 \u54c1\u8cea\u540c\u6642\uff0c\u6210\u529f\u5be6\u73fe\u4e86 85% \u7684\u6210\u672c\u524a\u6e1b\u3002 The Sandbox \u548c Decentraland \u5c55\u793a\u4e86\u5982\u4f55\u2026\u2026\u7b49\u7b49\uff0c\u9019\u6bb5\u5167\u5bb9\u5beb\u932f\u4e86\u3002.<\/p>\n

\u6578\u5b57\u90fd\u662f\u771f\u5be6\u7684\u3002\u66f4\u96e3\u627e\u5230\u66f8\u9762\u8a18\u8f09\u7684\u662f\uff0c\u8def\u7531\u5be6\u65bd\u70ba\u4f55\u5728\u5be6\u969b\u751f\u7522\u4e2d\u5e38\u5e38\u8868\u73fe\u4e0d\u5982\u5176\u8a2d\u8a08\u898f\u683c\u2014\u2014\u4ee5\u53ca\u54ea\u7a2e\u5931\u6548\u6a21\u5f0f\u4e4b\u6240\u4ee5\u6700\u5371\u96aa\uff0c\u6b63\u662f\u56e0\u70ba\u5b83\u662f\u7121\u8072\u7121\u606f\u7684\u3002.<\/p>\n

\u8def\u7531\u6b63\u5728\u89e3\u6c7a\u7684\u6210\u672c\u554f\u984c<\/h2>\n

\u5728\u6df1\u5165\u63a2\u8a0e\u904b\u4f5c\u6a5f\u5236\u4e4b\u524d\uff0c\u5148\u91cf\u5316\u5176\u4e2d\u6d89\u53ca\u7684\u6210\u672c\u6703\u6709\u6240\u5e6b\u52a9\u3002\u9ad8\u968e\u6a21\u578b\u2014\u2014\u4f8b\u5982 GPT-4 \u7d1a\u5225\u3001Claude Opus \u4ee5\u53ca\u540c\u7b49\u7d1a\u5225\u7684\u6a21\u578b\u2014\u2014\u6bcf\u767e\u842c\u500b\u4ee3\u5e63\u7684\u904b\u7b97\u6210\u672c\u7d04\u70ba $30\u201360\u3002Claude Haiku\u3001GPT-4o-mini \u53ca\u985e\u4f3c\u7684\u8f15\u91cf\u7d1a\u6a21\u578b\uff0c\u5176\u6210\u672c\u50c5\u70ba\u4e0a\u8ff0\u6578\u5b57\u7684\u4e00\u5c0f\u90e8\u5206\u3002 \u5728\u8ca0\u8cac\u5ba2\u6236\u670d\u52d9\u3001\u5167\u90e8\u5de5\u5177\u6216\u5167\u5bb9\u5de5\u4f5c\u6d41\u7a0b\u7684 AI \u751f\u7522\u74b0\u5883\u90e8\u7f72\u4e2d\uff0c\u7d55\u5927\u591a\u6578\u67e5\u8a62\u5728\u7d50\u69cb\u4e0a\u90fd\u76f8\u7576\u7c21\u55ae\uff1a\u72c0\u614b\u67e5\u8a62\u3001\u6a21\u677f\u5316\u6458\u8981\u3001\u7c21\u77ed\u5f62\u5f0f\u7684\u5206\u985e\uff0c\u4ee5\u53ca\u300c\u662f\uff0f\u5426\u300d\u7684\u8cc7\u683c\u6aa2\u67e5\u3002\u9019\u4e9b\u4efb\u52d9\u90fd\u4e0d\u9700\u8981\u5c16\u7aef\u6a21\u578b\u624d\u80fd\u6b63\u78ba\u8655\u7406\u3002.<\/p>\n

\u76f8\u8f03\u65bc\u63a1\u7528\u667a\u6167\u8def\u7531\u7684\u90e8\u7f72\u65b9\u5f0f\uff0c\u5c07\u6240\u6709\u6d41\u91cf\u5c0e\u5411\u55ae\u4e00\u9ad8\u968e\u6a21\u578b\u7684\u7d44\u7e54\uff0c\u901a\u5e38\u6703\u591a\u652f\u4ed8 40\u201385% \u7684\u8cbb\u7528\u3002 \u9019\u4e26\u975e\u4f9b\u61c9\u5546\u7684\u57fa\u6e96\u6578\u64da\u2014\u2014\u800c\u662f SIRAYA \u5728\u5be9\u67e5\u4e9e\u592a\u5730\u5340\u5ba2\u6236\u7684\u57fa\u790e\u8a2d\u65bd\u652f\u51fa\u6642\uff0c\u65bc\u5404\u5ba2\u6236\u74b0\u5883\u4e2d\u4e00\u8cab\u89c0\u5bdf\u5230\u7684\u5206\u4f48\u72c0\u6cc1\u3002\u7bc0\u7701\u7684\u6210\u672c\u662f\u771f\u5be6\u7684\u3002\u5be6\u65bd\u7684\u8907\u96dc\u6027\u540c\u6a23\u771f\u5be6\uff0c\u800c\u9019\u6b63\u662f\u591a\u6578\u5718\u968a\u906d\u9047\u56f0\u96e3\u4e4b\u8655\u3002.<\/p>\n

\u4e94\u7a2e\u7b56\u7565\u53ca\u5176\u5be6\u969b\u6b0a\u8861<\/h2>\n

\u898f\u5247\u5f0f\u8def\u7531<\/strong> \u6700\u7c21\u55ae\u7684\u5f62\u5f0f\uff1a\u95dc\u9375\u5b57\u5339\u914d\u3001\u610f\u5716\u6a21\u5f0f\u6aa2\u6e2c\u6216\u8f38\u5165\u9577\u5ea6\u95be\u503c\u5c07\u8acb\u6c42\u6620\u5c04\u5230\u7279\u5b9a\u6a21\u578b\u3002\u4e00\u500b\u5c07\u6240\u6709\u5c11\u65bc 200 \u500b token \u7684\u8acb\u6c42\u767c\u9001\u5230\u5ec9\u50f9\u6a21\u578b\u7684\u8def\u7531\u898f\u5247\uff0c\u57f7\u884c\u6210\u672c\u4f4e\uff08\u4e9e\u6beb\u79d2\u7d1a\u958b\u92b7\uff09\uff0c\u6613\u65bc\u7406\u89e3\uff0c\u4f46\u5f88\u8106\u5f31\u3002\u5b83\u6703\u5931\u6557\u65bc\u7c21\u77ed\u4f46\u8a9e\u7fa9\u8907\u96dc\u7684\u67e5\u8a62\uff0c\u6216\u65bc\u6070\u597d\u5305\u542b\u89f8\u767c\u95dc\u9375\u5b57\u4f46\u4e0d\u9700\u8981\u9019\u4e9b\u95dc\u9375\u5b57\u6240\u6697\u793a\u7684\u529f\u80fd\u7684\u67e5\u8a62\uff0c\u4e26\u4e14\u96a8\u8457\u67e5\u8a62\u6a21\u5f0f\u7684\u6f14\u8b8a\uff0c\u5b83\u9700\u8981\u6301\u7e8c\u7684\u624b\u52d5\u7dad\u8b77\u3002.<\/p>\n

\u8a9e\u7fa9\/\u6a5f\u5668\u5b78\u7fd2\u5c0e\u5411\u7684\u8def\u7531<\/strong> \u4f7f\u7528\u5206\u985e\u5668\u2014\u2014\u901a\u5e38\u662f\u5c0f\u578b BERT \u98a8\u683c\u6a21\u578b\u6216\u5fae\u8abf\u904e\u7684\u5d4c\u5165\u5f0f\u5206\u985e\u5668\u2014\u2014\u4f86\u8a55\u4f30\u63d0\u793a\u7684\u8907\u96dc\u5ea6\u6216\u9818\u57df\uff0c\u4e26\u64da\u6b64\u9032\u884c\u8def\u7531\u3002 \u96d6\u7136\u6bd4\u898f\u5247\u66f4\u7cbe\u6e96\uff0c\u4f46\u6bcf\u7b46\u8acb\u6c42\u6703\u589e\u52a0 10\u201350 \u6beb\u79d2\u7684\u5206\u985e\u958b\u92b7\u3002\u5c0d\u65bc\u5c0d\u5ef6\u9072\u5bb9\u5fcd\u5ea6\u8f03\u9ad8\u7684\u5de5\u4f5c\u8ca0\u8f09\uff0c\u9019\u5c1a\u53ef\u63a5\u53d7\uff1b\u4f46\u5c0d\u65bc\u7aef\u5230\u7aef\u5ef6\u9072\u76ee\u6a19\u4f4e\u65bc 500 \u6beb\u79d2\u7684\u5373\u6642\u5c0d\u8a71\u578b AI \u61c9\u7528\u800c\u8a00\uff0c\u9019\u9805\u958b\u92b7\u4fbf\u4e0d\u5bb9\u5c0f\u89b7\u3002.<\/p>\n

\u7d1a\u806f\u8def\u7531<\/strong> \u662f\u5be6\u65bd\u6700\u666e\u904d\u7684\u7b56\u7565\uff0c\u4e5f\u662f\u672c\u6587\u5176\u9918\u90e8\u5206\u5c07\u63a2\u8a0e\u7684\u4e3b\u984c\uff0c\u56e0\u70ba\u5b83\u4e5f\u662f\u6700\u6709\u53ef\u80fd\u5728\u751f\u7522\u74b0\u5883\u4e2d\u6084\u6084\u9000\u5316\u7684\u7b56\u7565\u3002.<\/p>\n

\u5ef6\u9072\u5f0f\u8def\u7531<\/strong> \u8def\u7531\u5230\u7576\u524d\u8ca0\u8f09\u6700\u5feb\u7684\u6a21\u578b\u7aef\u9ede\uff0c\u5c0d\u65bc\u5bb9\u932f\u548c\u5730\u7406\u5206\u4f48\u5f88\u6709\u7528\uff0c\u4f46\u672c\u8eab\u4e0d\u63d0\u4f9b\u6210\u672c\u512a\u5316\u3002\u5b83\u9700\u8981\u5efa\u7acb\u5728\u8cea\u91cf\u611f\u77e5\u8def\u7531\u7684\u57fa\u790e\u4e4b\u4e0a\uff0c\u800c\u4e0d\u662f\u4f5c\u70ba\u66ff\u4ee3\u54c1\u3002.<\/p>\n

\u5171\u8b58\u8def\u7531<\/strong> \u5c07\u76f8\u540c\u7684\u63d0\u793a\u50b3\u9001\u7d66\u591a\u500b\u6a21\u578b\uff0c\u4e26\u5f59\u6574\u56de\u61c9\u3002\u5c0d\u65bc\u9ad8\u98a8\u96aa\u6c7a\u7b56\u78ba\u5be6\u76f8\u7576\u5be6\u7528\u2014\u2014\u7814\u7a76\u4f30\u8a08\uff0c\u76f8\u8f03\u65bc\u55ae\u4e00\u6a21\u578b\u7684\u56de\u61c9\uff0c\u5176\u6e96\u78ba\u5ea6\u53ef\u63d0\u5347 7 \u81f3 15 \u500b\u767e\u5206\u9ede\uff0c\u800c GPQA-diamond \u57fa\u6e96\u5206\u6578\u66f4\u5f9e 46.9% \u8e8d\u5347\u81f3 68.2%\u3002 \u6210\u672c\u6703\u96a8\u8abf\u7528\u6a21\u578b\u7684\u6578\u91cf\u800c\u500d\u589e\uff0c\u56e0\u6b64\u6b64\u65b9\u6cd5\u66f4\u9069\u5408\u7528\u65bc\u8655\u7406\u300c\u91cf\u5c11\u3001\u50f9\u503c\u9ad8\u300d\u7684\u6c7a\u7b56\uff0c\u800c\u975e\u4efb\u4f55\u8655\u7406\u91cf\u9f90\u5927\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002.<\/p>\n

\u7d1a\u806f\u8def\u7531\uff1a\u95be\u503c\u6821\u6e96\u554f\u984c<\/h2>\n

\u7d1a\u806f\u8def\u7531\u9075\u5faa\u4e00\u500b\u7c21\u55ae\u7684\u5faa\u74b0\uff1a\u5c07\u8acb\u6c42\u767c\u9001\u7d66\u6700\u4fbf\u5b9c\u4e14\u6709\u80fd\u529b\u7684\u6a21\u578b\uff1b\u5982\u679c\u8a72\u6a21\u578b\u5c0d\u5176\u97ff\u61c9\u7684\u4fe1\u5fc3\u4f4e\u65bc\u67d0\u500b\u95be\u503c\uff0c\u5247\u5347\u7d1a\u5230\u4e0b\u4e00\u500b\u5c64\u7d1a\uff1b\u91cd\u8907\u6b64\u904e\u7a0b\uff0c\u76f4\u5230\u9054\u5230\u9ad8\u7d1a\u6a21\u578b\u6216\u97ff\u61c9\u8d85\u904e\u95be\u503c\u3002.<\/p>\n

\u8a2d\u8a08\u662f\u7a69\u5065\u7684\u3002\u6821\u6e96\u662f\u751f\u7522\u90e8\u7f72\u8207\u8a2d\u8a08\u76ee\u6a19\u4e4b\u9593\u51fa\u73fe\u5dee\u7570\u7684\u5730\u65b9\u3002.<\/p>\n

\u7f6e\u4fe1\u5ea6\u95be\u503c\u5e7e\u4e4e\u7e3d\u662f\u91dd\u5c0d\u57fa\u6e96\u6578\u64da\u96c6\u9032\u884c\u8abf\u6574\u2014\u2014MMLU\u3001HellaSwag\u3001\u5167\u90e8\u7cbe\u9078\u67e5\u8a62\u96c6\u3002\u9019\u4e9b\u6578\u64da\u96c6\u5177\u6709\u4e7e\u6de8\u3001\u53ef\u5206\u985e\u7684\u96e3\u5ea6\u5206\u4f48\u3002\u800c\u751f\u7522\u4e2d\u7684\u67e5\u8a62\u5206\u4f48\u5247\u4e0d\u7136\u3002\u5ba2\u6236\u6703\u7528\u5341\u7a2e\u4e0d\u540c\u7684\u65b9\u5f0f\u8868\u9054\u540c\u4e00\u500b\u6839\u672c\u554f\u984c\u3002\u4e00\u500b\u7d50\u69cb\u4e0a\u770b\u4f3c\u7c21\u55ae\uff08\u7c21\u77ed\u3001\u5e38\u7528\u8a5e\u5f59\u3001\u7121\u6280\u8853\u8853\u8a9e\uff09\u7684\u67e5\u8a62\uff0c\u5728\u4e0a\u4e0b\u6587\u4e2d\u53ef\u80fd\u5728\u8a9e\u7fa9\u4e0a\u8b8a\u5f97\u8907\u96dc\u3002\u53cd\u4e4b\u4ea6\u7136\uff1a\u4e00\u500b\u5197\u9577\u3001\u7528\u8a5e\u6280\u8853\u6027\u7684\u67e5\u8a62\uff0c\u8f15\u91cf\u7d1a\u6a21\u578b\u537b\u80fd\u6b63\u78ba\u8655\u7406\uff0c\u56e0\u70ba\u5b83\u5339\u914d\u4e86\u8a13\u7df4\u6578\u64da\u4e2d\u4e00\u500b\u6db5\u84cb\u826f\u597d\u7684\u6a21\u5f0f\u3002.<\/p>\n

\u5169\u7a2e\u6545\u969c\u6a21\u5f0f\u6cbf\u76f8\u53cd\u7684\u8ef8\u5206\u88c2\uff1a<\/strong><\/p>\n

\u5982\u679c\u95be\u503c\u8a2d\u5b9a\u904e\u4f4e\uff0c\u5927\u591a\u6578\u67e5\u8a62\u90fd\u6703\u88ab\u5347\u7d1a\u2014\u2014\u6709\u6642\u591a\u9054 60\u201370% \u7b46\uff0c\u800c\u7d93\u904e\u59a5\u5584\u6821\u6e96\u7684\u7d1a\u806f\u6a5f\u5236\u6240\u5347\u7d1a\u7684\u67e5\u8a62\u6578\u91cf\u5247\u50c5\u70ba 15\u201325%\u3002 \u60a8\u4e0d\u50c5\u5f97\u70ba\u7d55\u5927\u90e8\u5206\u7684\u6d41\u91cf\u652f\u4ed8\u9ad8\u968e\u6a21\u578b\u7684\u50f9\u683c\uff0c\u9084\u5f97\u70ba\u6bcf\u500b\u88ab\u5347\u7d1a\u7684\u8acb\u6c42\u984d\u5916\u627f\u64d4\u521d\u59cb\u4f4e\u968e\u6a21\u578b\u5f80\u8fd4\u6240\u7522\u751f\u7684\u5ef6\u9072\u6210\u672c\u3002\u60a8\u7684\u6210\u672c\u5100\u8868\u677f\u986f\u793a\u7684\u6578\u64da\u6bd4\u55ae\u4e00\u6a21\u578b\u8def\u7531\u66f4\u7cdf\uff0cP95 \u5ef6\u9072\u6307\u6a19\u4e5f\u6703\u60e1\u5316\u3002\u7531\u65bc\u6210\u672c\u548c\u5ef6\u9072\u7684\u8b66\u793a\u8a0a\u865f\u90fd\u5f88\u660e\u986f\uff0c\u5718\u968a\u901a\u5e38\u80fd\u5728\u6578\u5929\u5167\u5bdf\u89ba\u9019\u7a2e\u6545\u969c\u6a21\u5f0f\u3002.<\/p>\n

\u5982\u679c\u95be\u503c\u8a2d\u5b9a\u5f97\u592a\u9ad8\uff0c\u771f\u6b63\u9700\u8981\u9032\u968e\u6a21\u578b\u7684\u67e5\u8a62\u5c07\u7121\u6cd5\u5347\u7d1a\u3002\u8f15\u91cf\u7d1a\u6a21\u578b\u6703\u8fd4\u56de\u807d\u8d77\u4f86\u5408\u7406\u4f46\u6709\u932f\u8aa4\u7684\u7b54\u6848\u3002. \u6b64\u5931\u6548\u6a21\u5f0f\u662f\u7121\u8072\u7684\u3002.<\/strong> \u6c92\u6709\u89f8\u767c\u4efb\u4f55\u8b66\u793a\u3002\u56de\u61c9\u5ef6\u9072\u8868\u73fe\u826f\u597d\u3002\u6210\u672c\u6307\u6a19\u770b\u8d77\u4f86\u975e\u5e38\u51fa\u8272\u3002\u8def\u7531\u6a5f\u5236\u4f3c\u4e4e\u5b8c\u5168\u6309\u7167\u9810\u671f\u904b\u4f5c\u2014\u2014\u76f4\u5230\u5f8c\u7e8c\u7684\u7a3d\u6838\u3001\u7528\u6236\u6295\u8a34\u6216\u696d\u52d9\u6210\u679c\u6307\u6a19\u63ed\u9732\uff0c\u5728\u90a3\u4e9b\u9700\u8981\u5347\u7d1a\u8655\u7406\u7684\u67e5\u8a62\u5b50\u96c6\u4e0a\uff0c\u7b54\u6848\u54c1\u8cea\u5df2\u6084\u7136\u4e0b\u964d\u4e86 20\u201330%\u3002.<\/p>\n

\u5728\u8655\u7406\u5ba2\u6236\u67e5\u8a62\u7684\u751f\u7522\u74b0\u5883\u4e2d\uff0c\u7121\u8072\u7684\u5931\u6557\u624d\u662f\u6700\u5371\u96aa\u7684\u3002\u91dd\u5c0d\u8907\u96dc\u67e5\u8a62\u6240\u7522\u751f\u7684 30% \u56de\u7b54\u54c1\u8cea\u4e0b\u964d\uff0c\u53ef\u80fd\u5728\u6578\u9031\u5167\u90fd\u7121\u6cd5\u5728\u4e00\u822c\u7684\u6eff\u610f\u5ea6\u8a55\u5206\u4e2d\u986f\u73fe\u51fa\u4f86\u3002.<\/p>\n

\u70ba\u4f55\u6548\u80fd\u6e2c\u8a66\u7d50\u679c\u8207\u5be6\u969b\u751f\u7522\u74b0\u5883\u7684\u95be\u503c\u4e0d\u7b26<\/h2>\n

\u5927\u591a\u6578\u8def\u7531\u8ad6\u6587\u548c\u4f9b\u61c9\u5546\u6587\u4ef6\u6703\u91dd\u5c0d\u57fa\u6e96\u6578\u64da\u96c6\u6821\u6e96\u95be\u503c\uff0c\u7136\u5f8c\u5c07\u7531\u6b64\u7522\u751f\u7684\u6210\u672c\u964d\u4f4e\u5448\u73fe\u70ba\u751f\u7522\u9810\u671f\u3002\u9019\u6703\u5c0e\u81f4\u7cfb\u7d71\u6027\u7684\u9ad8\u4f30\u3002.<\/p>\n

\u57fa\u6e96\u8cc7\u6599\u96c6\u7d93\u904e\u7cbe\u5fc3\u7b56\u5283\uff0c\u65e8\u5728\u63d0\u4f9b\u6e05\u6670\u7684\u6b63\u78ba\u7b54\u6848\u548c\u53ef\u8861\u91cf\u7684\u96e3\u5ea6\u7d1a\u5225\u3002\u5b83\u5011\u7121\u6cd5\u6355\u6349\u771f\u5be6\u751f\u7522\u67e5\u8a62\u4e2d\u7684\u6a21\u7cca\u6027\u3001\u4e0a\u4e0b\u6587\u4f9d\u8cf4\u6027\u548c\u9818\u57df\u7279\u7570\u6027\u3002\u91d1\u878d\u670d\u52d9\u61c9\u7528\u7a0b\u5f0f\u7684\u67e5\u8a62\u5206\u4f48\uff0c\u4f8b\u5982\u5408\u7d04\u89e3\u91cb\u3001\u76e3\u7ba1\u4ea4\u53c9\u53c3\u8003\u3001\u7d30\u5fae\u60c5\u5883\u5206\u6790\uff0c\u5176\u8655\u7406\u65b9\u5f0f\u5c07\u8207\u6d88\u8cbb\u652f\u63f4\u61c9\u7528\u7a0b\u5f0f\u7684\u67e5\u8a62\u5206\u4f48\u622a\u7136\u4e0d\u540c\u3002.<\/p>\n

\u5be6\u969b\u4e0a\uff0c\u6b63\u78ba\u7684\u95be\u503c\u6821\u6e96\u9700\u8981\u5f71\u5b50\u6a21\u5f0f\u90e8\u7f72\uff1a\u5c07\u7d1a\u806f\u8def\u7531\u908f\u8f2f\u8207\u55ae\u6a21\u578b\u8def\u7531\u4e26\u884c\u904b\u884c\uff0c\u5728\u5be6\u969b\u751f\u7522\u6d41\u91cf\u4e0a\u6bd4\u8f03\u4e0d\u540c\u5c64\u7d1a\u7684\u8f38\u51fa\u8cea\u91cf\uff0c\u4e26\u57fa\u65bc\u89c0\u5bdf\u5230\u7684\u5347\u7d1a\u884c\u70ba\u800c\u975e\u57fa\u6e96\u6027\u80fd\u4f86\u8a2d\u5b9a\u95be\u503c\u3002\u9019\u9700\u8981\u5c0d\u6709\u610f\u7fa9\u7684\u751f\u7522\u67e5\u8a62\u6a23\u672c\u9032\u884c\u771f\u5be6\u6a19\u7c64\uff0c\u9019\u96d6\u7136\u6210\u672c\u9ad8\u6602\uff0c\u4f46\u537b\u662f\u6821\u6e96\u4e0d\u6703\u96a8\u6642\u9593\u6084\u7136\u60e1\u5316\u7684\u95be\u503c\u7684\u552f\u4e00\u65b9\u6cd5\u3002.<\/p>\n

SIRAYA \u5728\u4e9e\u592a\u5730\u5340\uff08APAC\uff09\u90e8\u7f72\u4e2d\u5e38\u898b\u7684\u4e00\u7a2e\u6a21\u5f0f\u662f\uff1a\u5718\u968a\u63a1\u7528\u67d0\u77e5\u540d\u958b\u6e90\u5957\u4ef6\u5be6\u73fe\u7d1a\u806f\u8def\u7531\uff0c\u5957\u7528\u8ad6\u6587\u4e2d\u5efa\u8b70\u7684\u95be\u503c\uff0c\u904b\u884c 30 \u5929\u5f8c\uff0c\u4fbf\u5831\u544a\u8aaa\u9054\u5230\u4e86\u5353\u8d8a\u7684\u6210\u672c\u524a\u6e1b\u6210\u6548\u3002 \u516d\u500b\u6708\u5f8c\uff0c\u4e00\u9805\u7121\u95dc\u7684\u7522\u54c1\u5be9\u67e5\u767c\u73fe\uff0c\u8ca0\u8cac\u8655\u7406 75% \u67e5\u8a62\u7684\u6a21\u578b\u5c64\u5b58\u5728\u932f\u8aa4\uff0c\u5176\u932f\u8aa4\u7387\u4e4b\u9ad8\uff0c\u751a\u81f3\u6703\u5c0e\u81f4\u7121\u6cd5\u901a\u904e\u6700\u521d\u7684\u9a57\u6536\u6a19\u6e96\u3002\u8a72\u95be\u503c\u5728\u521d\u59cb\u90e8\u7f72\u5f8c\u5f9e\u672a\u91cd\u65b0\u6821\u6e96\uff0c\u800c\u67e5\u8a62\u5206\u4f48\u4e5f\u5df2\u7522\u751f\u504f\u79fb\u3002.<\/p>\n

\u4f4e\u92b7\u91cf\u7684\u7ba1\u7406\u6210\u672c\u9677\u9631<\/h2>\n

\u5b58\u5728\u4e00\u500b\u6578\u91cf\u4e0b\u9650\uff0c\u4f4e\u65bc\u8a72\u4e0b\u9650\uff0c\u7d1a\u806f\u548c\u8a9e\u7fa9\u8def\u7531\u7b56\u7565\u53cd\u800c\u6703\u589e\u52a0\u6210\u672c\u800c\u975e\u964d\u4f4e\u6210\u672c\u3002.<\/p>\n

\u8a9e\u7fa9\u8def\u7531\u9700\u8981\u7dad\u8b77\u4e00\u500b\u5d4c\u5165\u6a21\u578b\uff08\u6216\u7a31\u70ba\u5d4c\u5165 API\uff09\uff0c\u7528\u4ee5\u5c0d\u6bcf\u500b\u63d0\u793a\u9032\u884c\u5206\u985e\u3002 \u82e5\u60a8\u7684\u90e8\u7f72\u6bcf\u5929\u8655\u7406 10,000 \u6b21\u8acb\u6c42\uff0c\u4e14\u6bcf\u6b21\u5d4c\u5165\u5f0f\u5206\u985e\u547c\u53eb\u7684\u6210\u672c\u70ba $0.0001\uff0c\u5247\u5206\u985e\u958b\u92b7\u70ba $1\/\u5929\u3002 \u9019\u5fae\u4e0d\u8db3\u9053\u3002\u82e5\u6bcf\u65e5\u6709 1,000 \u842c\u500b\u8acb\u6c42\uff0c\u5206\u985e\u958b\u92b7\u70ba $1,000\/\u5929\u2014\u2014\u9019\u53ef\u80fd\u4ecd\u9060\u4f4e\u65bc\u8def\u7531\u6240\u7bc0\u7701\u7684\u6210\u672c\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f54\u60a8\u7e3d LLM \u652f\u51fa\u7684\u76f8\u7576\u5927\u6bd4\u4f8b\uff0c\u5177\u9ad4\u53d6\u6c7a\u65bc\u60a8\u7684\u6a21\u578b\u5c64\u7d1a\u7d44\u5408\u3002.<\/p>\n

\u5c31\u7d1a\u806f\u8def\u7531\u800c\u8a00\uff0c\u5176\u958b\u92b7\u5728\u65bc\u6bcf\u500b\u6700\u7d42\u6703\u5347\u7d1a\u7684\u8acb\u6c42\u6240\u7522\u751f\u7684\u7b2c\u4e00\u5c64\u6a21\u578b\u547c\u53eb\u3002 \u82e5 30% \u7684\u8acb\u6c42\u88ab\u5347\u7d1a\uff0c\u9019\u4e9b\u8acb\u6c42\u5c07\u9700\u652f\u4ed8\u5169\u6b21\u6a21\u578b\u547c\u53eb\u7684\u8cbb\u7528\u2014\u2014\u5305\u542b\u57fa\u790e\u6a21\u578b\u8207\u9ad8\u7d1a\u6a21\u578b\u2014\u2014\u5176\u4e2d\u57fa\u790e\u6a21\u578b\u7684\u547c\u53eb\u50c5\u6703\u589e\u52a0\u5ef6\u9072\uff0c\u537b\u672a\u5e36\u4f86\u4efb\u4f55\u9644\u52a0\u50f9\u503c\u3002\u7576\u5347\u7d1a\u7387\u8f03\u9ad8\u6642\uff0c\u968e\u5c64\u5f0f\u8def\u7531\u7684\u6210\u672c\u53ef\u80fd\u9ad8\u65bc\u76f4\u63a5\u8def\u7531\u81f3\u9ad8\u7d1a\u6a21\u578b\u7684\u6210\u672c\u3002.<\/p>\n

\u640d\u76ca\u5e73\u8861\u9ede\u53d6\u6c7a\u65bc\u6210\u672c\u4e0a\u5347\u7387\u3001\u8655\u7406\u91cf\u4ee5\u53ca\u5404\u6a21\u578b\u5c64\u7d1a\u4e4b\u9593\u7684\u50f9\u683c\u5dee\u3002\u6839\u64da RouteLLM \u7814\u7a76\u4e2d\u7684\u6578\u64da\uff0885% \u7684\u6210\u672c\u524a\u6e1b\uff0c\u4ee5\u53ca 26% \u9700\u8981\u4f7f\u7528\u9ad8\u7d1a\u6a21\u578b\u7684\u8acb\u6c42\uff09\uff0c\u7121\u8ad6\u751f\u7522\u91cf\u591a\u5927\uff0c\u9019\u9805\u8a08\u7b97\u7d50\u679c\u90fd\u6975\u5177\u8aaa\u670d\u529b\u3002 \u82e5\u5347\u7d1a\u7387\u8aa4\u7b97\u70ba 65%\uff0c\u4e14\u9ad8\u7d1a\u6a21\u578b\u7684\u50f9\u683c\u5dee\u70ba 2 \u500d\uff0c\u5247\u7d1a\u806f\u8def\u7531\u4e0d\u50c5\u6703\u589e\u52a0\u958b\u92b7\uff0c\u537b\u7121\u6cd5\u5e36\u4f86\u5be6\u8cea\u6027\u7684\u7bc0\u7701\u3002.<\/p>\n

\u5be6\u969b\u89c0\u5bdf\u4ec0\u9ebc<\/h2>\n

\u5927\u591a\u6578\u76e3\u63a7 LLM \u8def\u7531\u7684\u5718\u968a\u95dc\u6ce8\u6bcf\u6b21\u8acb\u6c42\u7684\u6210\u672c\u548c\u97ff\u61c9\u5ef6\u9072\u3002\u9019\u4e9b\u6307\u6a19\u662f\u5fc5\u9700\u7684\uff0c\u4f46\u4e0d\u8db3\u4ee5\u5b8c\u5168\u638c\u63e1\u60c5\u6cc1\u3002.<\/p>\n

\u5075\u6e2c\u975c\u9ed8\u54c1\u8cea\u52a3\u5316\u7684\u6307\u6a19\u662f \u8139\u5e45\u96a8\u6642\u9593\u8b8a\u5316<\/strong>, \uff0c\u4e26\u5c07\u5176\u8996\u70ba\u6642\u9593\u5e8f\u5217\u9032\u884c\u8ffd\u8e64\u3002\u6821\u6e96\u826f\u597d\u7684\u7d1a\u806f\u6a21\u578b\u61c9\u5177\u6709\u7a69\u5b9a\u7684\u5347\u7d1a\u7387\u2014\u2014\u5982\u679c\u60a8\u7684\u67e5\u8a62\u5206\u4f48\u76f8\u5c0d\u7a69\u5b9a\uff0c\u5247\u6bcf\u500b\u6708\u61c9\u8a72\u6709\u5927\u81f4\u76f8\u540c\u6bd4\u4f8b\u7684\u8981\u6c42\u9032\u884c\u5347\u7d1a\u3002\u4e0d\u65b7\u4e0a\u5347\u7684\u5347\u7d1a\u7387\u53ef\u80fd\u610f\u5473\u8457\u67e5\u8a62\u8907\u96dc\u6027\u6b63\u5728\u589e\u52a0\uff0c\u6216\u8005\u95be\u503c\u6821\u6e96\u6b63\u5728\u6f02\u79fb\u3002 \u589c\u843d<\/em> \u5982\u679c\u6c92\u6709\u4f34\u96a8\u7684\u54c1\u8cea\u6539\u5584\uff0c\u800c\u51fa\u73fe\u4e86\u5347\u7d1a\u7387\u7684\u589e\u52a0\uff0c\u9019\u662f\u4e00\u500b\u8b66\u8a0a\uff1a\u8981\u561b\u662f\u60a8\u7684\u67e5\u8a62\u78ba\u5be6\u8d8a\u4f86\u8d8a\u7c21\u55ae\uff0c\u8981\u561b\u662f\u60a8\u7684\u9580\u6abb\u5df2\u7d93\u8f49\u79fb\uff0c\u8907\u96dc\u7684\u67e5\u8a62\u4e0d\u518d\u88ab\u5347\u7d1a\u3002.<\/p>\n

\u7b2c\u4e8c\u9805\u6307\u6a19\u662f \u56de\u61c9\u54c1\u8cea\u62bd\u6a23<\/strong>\u5b9a\u671f\u4ee5\u4eba\u5de5\u65b9\u5f0f\u6216\u4ee5\u81ea\u52d5\u5316\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u70ba\u57fa\u790e\uff0c\u5be9\u67e5\u5206\u5c64\u6a23\u672c\u7684\u56de\u61c9\uff0c\u7279\u5225\u662f\u7be9\u9078\u4f4e\u5347\u7d1a\u67e5\u8a62\uff0c\u9019\u4e9b\u67e5\u8a62\u6703\u8207\u5df2\u77e5\u8907\u96dc\u8acb\u6c42\u985e\u578b\u9032\u884c\u6a21\u5f0f\u6bd4\u5c0d\u3002\u9019\u5728\u71df\u904b\u4e0a\u6210\u672c\u9ad8\u6602\uff0c\u56e0\u6b64\u5927\u591a\u6578\u5718\u968a\u90fd\u6703\u7701\u7565\u9019\u4e00\u74b0\u7bc0\uff0c\u9019\u4e5f\u662f\u54c1\u8cea\u6084\u7136\u4e0b\u964d\u537b\u672a\u88ab\u5bdf\u89ba\u7684\u539f\u56e0\u3002.<\/p>\n

\u5728\u67b6\u69cb\u5c64\u7d1a\uff1a\u5982\u679c\u60a8\u9700\u8981\u8de8\u5340\u57df\u8def\u7531\uff08\u9019\u5728\u4e9e\u592a\u5730\u5340\u5f88\u5e38\u898b\u2014\u65b0\u52a0\u5761\u3001\u6771\u4eac\u3001\u96ea\u68a8\u3001\u5b5f\u8cb7\u7684\u6a21\u578b\u53ef\u7528\u6027\u548c\u5ef6\u9072\u914d\u7f6e\u6a94\u90fd\u4e0d\u540c\uff09\uff0c\u60a8\u7684\u8def\u7531\u908f\u8f2f\u9700\u8981\u7368\u7acb\u8003\u91cf\u5340\u57df\u7aef\u9ede\u7684\u5065\u5eb7\u72c0\u6cc1\u3002\u5982\u679c\u8def\u7531\u7b56\u7565\u5047\u8a2d\u7279\u5b9a\u5c64\u7d1a\u7684\u6a21\u578b\u59cb\u7d42\u53ef\u7528\uff0c\u90a3\u9ebc\u5728\u5340\u57df\u767c\u751f\u4e2d\u65b7\u6642\uff0c\u5b83\u5c07\u6703\u9ed8\u9ed8\u964d\u7d1a\u5230\u5099\u7528\u5c64\u7d1a\uff0c\u800c\u4e0d\u6703\u6709\u4efb\u4f55\u95dc\u65bc\u8a72\u5340\u57df\u6d41\u91cf\u7684\u54c1\u8cea\u9810\u671f\u4e0d\u518d\u88ab\u6eff\u8db3\u7684\u6307\u793a\u3002.<\/p>\n

\u5927\u591a\u6578\u7403\u968a\u90fd\u505a\u932f\u7684\u6c7a\u5b9a<\/h2>\n

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\u6709\u6548\u7684 LLM \u8def\u7531\u7b56\u7565\u9700\u8981\u6301\u7e8c\u7684\u6821\u6e96\u9031\u671f\u2014\u2014\u6700\u5c11\u6bcf\u5b63\u4e00\u6b21\uff0c\u5c0d\u65bc\u9ad8\u6d41\u91cf\u6216\u8981\u6c42\u56b4\u683c\u8cea\u91cf\u7684\u8ca0\u8f09\uff0c\u6700\u597d\u6bcf\u6708\u4e00\u6b21\u3002\u5728\u63a8\u51fa\u6642\u6b63\u78ba\u7684\u95be\u503c\uff0c\u516d\u500b\u6708\u5f8c\u53ef\u80fd\u5df2\u7d93\u4e0d\u6e96\u78ba\u3002\u7b2c\u4e00\u5b63\u8655\u7406\u908a\u7de3\u6848\u4f8b\u7684\u6a21\u578b\u5c64\u7d1a\uff0c\u5728\u7b2c\u4e09\u5b63\u53ef\u80fd\u5df2\u88ab\u4f9b\u61c9\u5546\u66f4\u65b0\uff0c\u5f9e\u800c\u6539\u8b8a\u4e86\u5176\u80fd\u529b\u908a\u754c\u3002.<\/p>\n

\u5c0d\u65bc\u5f9e\u96f6\u958b\u59cb\u5efa\u7f6e\u7684\u5718\u968a\uff1a\u61c9\u4ee5\u57fa\u65bc\u898f\u5247\u7684\u8def\u7531\u4f5c\u70ba\u8d77\u9ede\uff0c\u800c\u4e0d\u662f\u7d1a\u806f\u8def\u7531\u3002\u57fa\u65bc\u898f\u5247\u7684\u8def\u7531\u53ef\u8b93\u60a8\u7372\u5f97\u660e\u78ba\u3001\u53ef\u89c0\u5bdf\u7684\u884c\u70ba\uff0c\u4fbf\u65bc\u63a8\u7406\u548c\u8ffd\u8e64\u3002\u5728\u5efa\u7f6e\u57fa\u65bc\u6a5f\u5668\u5b78\u7fd2\u7684\u8def\u7531\u4e4b\u524d\uff0c\u5148\u5efa\u7acb\u54c1\u8cea\u5ea6\u91cf\u5de5\u5177\u2014\u2014\u60a8\u9700\u8981\u771f\u5be6\u7684\u54c1\u8cea\u8cc7\u6599\u4f86\u6821\u6e96\u4efb\u4f55\u57fa\u65bc\u95be\u503c\u7684\u7b56\u7565\u3002\u7576\u60a8\u6709\u8db3\u5920\u7684\u751f\u7522\u4fe1\u865f\u4f86\u91dd\u5c0d\u5be6\u969b\u67e5\u8a62\u5206\u4f48\uff08\u800c\u975e\u57fa\u6e96\u6e2c\u8a66\uff09\u8a2d\u5b9a\u95be\u503c\u6642\uff0c\u518d\u5f15\u5165\u7d1a\u806f\u8def\u7531\u3002.<\/p>\n

\u6210\u672c\u7bc0\u7701\u662f\u771f\u5be6\u7684\uff0c\u8db3\u4ee5\u8b49\u660e\u6295\u8cc7\u662f\u5408\u7406\u7684\u3002\u6821\u6e96\u7d00\u5f8b\u6c7a\u5b9a\u4e86\u9019\u4e9b\u7bc0\u7701\u662f\u5426\u6703\u4ee5\u72a7\u7272\u60a8\u770b\u4e0d\u5230\u7684\u54c1\u8cea\u4e0b\u964d\u70ba\u4ee3\u50f9\u3002.<\/p>","protected":false},"excerpt":{"rendered":"

The theoretical case for LLM routing strategies is well understood at this point: send simple queries to cheap models, escalate complex ones to premium models, and capture the cost delta. RouteLLM’s 2025 paper demonstrated 85% cost reduction while maintaining 95% of GPT-4 quality. The Sandbox and Decentraland showed how… wait, wrong notes. The numbers are […]<\/p>\n","protected":false},"author":4,"featured_media":7085,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[29],"tags":[],"class_list":["post-7086","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"acf":[],"yoast_head":"\nHow to Choose LLM Routing Strategies for Production AI<\/title>\n<meta name=\"description\" content=\"A production-focused guide to LLM routing strategies\u2014cascade, semantic, and rule-based\u2014with real tradeoffs, calibration risks, and cost-saving data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.sirayatech.com\/zh\/compute\/llm-routing-strategies\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" 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