{"id":7086,"date":"2026-06-10T08:01:19","date_gmt":"2026-06-10T08:01:19","guid":{"rendered":"https:\/\/www.sirayatech.com\/?p=7086"},"modified":"2026-06-10T08:01:22","modified_gmt":"2026-06-10T08:01:22","slug":"llm-routing-strategies","status":"publish","type":"post","link":"https:\/\/www.sirayatech.com\/cn\/compute\/llm-routing-strategies\/","title":{"rendered":"\u5982\u4f55\u4e3a\u751f\u4ea7\u73af\u5883\u9009\u62e9 LLM \u8def\u7531\u7b56\u7565 AI"},"content":{"rendered":"

\u76ee\u524d\uff0c\u4eba\u4eec\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8def\u7531\u7b56\u7565\u7684\u7406\u8bba\u4f9d\u636e\u5df2\u6709\u4e86\u5145\u5206\u7684\u7406\u89e3\uff1a\u5c06\u7b80\u5355\u67e5\u8be2\u53d1\u9001\u7ed9\u4f4e\u6210\u672c\u6a21\u578b\uff0c\u5c06\u590d\u6742\u67e5\u8be2\u5347\u7ea7\u81f3\u9ad8\u7aef\u6a21\u578b\uff0c\u4ece\u800c\u83b7\u53d6\u6210\u672c\u5dee\u989d\u3002RouteLLM\u57282025\u5e74\u53d1\u8868\u7684\u8bba\u6587\u4e2d\u5c55\u793a\u4e86\u5728\u4fdd\u630195%\u7684GPT-4\u8d28\u91cf\u6c34\u5e73\u7684\u540c\u65f6\uff0c\u5b9e\u73b0\u4e8685%\u7684\u6210\u672c\u964d\u4f4e\u3002 The Sandbox\u548cDecentraland\u5c55\u793a\u4e86\u5982\u4f55\u2026\u2026\u7b49\u7b49\uff0c\u8bb0\u9519\u4e86\u3002.<\/p>\n

\u6570\u5b57\u662f\u771f\u5b9e\u7684\u3002\u96be\u4e8e\u627e\u5230\u4e66\u9762\u8bb0\u8f7d\u7684\u662f\uff0c\u8def\u7531\u5b9e\u73b0\u4e3a\u4f55\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7ecf\u5e38\u65e0\u6cd5\u8fbe\u5230\u5176\u8bbe\u8ba1\u89c4\u683c\u2014\u2014\u4ee5\u53ca\u54ea\u79cd\u6545\u969c\u6a21\u5f0f\u56e0\u4e3a\u5176\u6084\u65e0\u58f0\u606f\u800c\u6700\u4e3a\u5371\u9669\u3002.<\/p>\n

\u8def\u7531\u6b63\u5728\u89e3\u51b3\u7684\u6210\u672c\u95ee\u9898<\/h2>\n

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\u4e94\u79cd\u7b56\u7565\u53ca\u5176\u5b9e\u9645\u7684\u6743\u8861<\/h2>\n

\u57fa\u4e8e\u89c4\u5219\u7684\u8def\u7531<\/strong> \u6700\u7b80\u5355\u7684\u5f62\u5f0f\u662f\uff1a\u5173\u952e\u8bcd\u5339\u914d\u3001\u610f\u56fe\u6a21\u5f0f\u68c0\u6d4b\u6216\u8f93\u5165\u957f\u5ea6\u9608\u503c\u5c06\u8bf7\u6c42\u6620\u5c04\u5230\u7279\u5b9a\u7684\u6a21\u578b\u3002\u53d1\u9001\u6240\u6709\u5c11\u4e8e 200 \u4e2a token \u7684\u8bf7\u6c42\u5230\u5ec9\u4ef7\u6a21\u578b\u7684\u8def\u7531\u89c4\u5219\u6267\u884c\u6210\u672c\u4f4e\uff08\u4e9a\u6beb\u79d2\u7ea7\u7684\u5f00\u9500\uff09\uff0c\u6613\u4e8e\u7406\u89e3\uff0c\u4f46\u4e5f\u5f88\u8106\u5f31\u3002\u5b83\u5728\u8bed\u4e49\u590d\u6742\u7684\u77ed\u67e5\u8be2\u3001\u67e5\u8be2\u6070\u597d\u5305\u542b\u89e6\u53d1\u5173\u952e\u8bcd\u4f46\u4e0d\u9700\u8981\u8fd9\u4e9b\u5173\u952e\u8bcd\u6240\u6697\u793a\u7684\u80fd\u529b\u65f6\u4f1a\u5931\u8d25\uff0c\u5e76\u4e14\u968f\u7740\u67e5\u8be2\u6a21\u5f0f\u7684\u6f14\u53d8\uff0c\u5b83\u9700\u8981\u6301\u7eed\u7684\u624b\u52a8\u7ef4\u62a4\u3002.<\/p>\n

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\u7ea7\u8054\u8def\u7531\uff1a\u9608\u503c\u6821\u51c6\u95ee\u9898<\/h2>\n

\u7011\u5e03\u5f0f\u8def\u7531\u9075\u5faa\u4e00\u4e2a\u7b80\u5355\u7684\u5faa\u73af\uff1a\u5c06\u8bf7\u6c42\u53d1\u9001\u7ed9\u6700\u4fbf\u5b9c\u7684\u6709\u80fd\u529b\u7684\u6a21\u578b\uff1b\u5982\u679c\u6a21\u578b\u5bf9\u5176\u54cd\u5e94\u7684\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9608\u503c\uff0c\u5219\u5347\u7ea7\u5230\u4e0b\u4e00\u5c42\uff1b\u91cd\u590d\u6b64\u8fc7\u7a0b\uff0c\u76f4\u5230\u8fbe\u5230\u9ad8\u7ea7\u6a21\u578b\u6216\u54cd\u5e94\u901a\u8fc7\u9608\u503c\u3002.<\/p>\n

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\u5982\u679c\u9608\u503c\u8bbe\u7f6e\u8fc7\u4f4e\uff0c\u5927\u591a\u6570\u67e5\u8be2\u90fd\u4f1a\u88ab\u5347\u7ea7\u2014\u2014\u6709\u65f6\u591a\u8fbe 60\u201370% \u7684\u67e5\u8be2\u4f1a\u88ab\u5347\u7ea7\uff0c\u800c\u7ecf\u8fc7\u5408\u7406\u8c03\u6821\u7684\u7ea7\u8054\u673a\u5236\u901a\u5e38\u53ea\u4f1a\u5347\u7ea7 15\u201325% \u7684\u67e5\u8be2\u3002 \u60a8\u4e0d\u4ec5\u4e3a\u7edd\u5927\u591a\u6570\u6d41\u91cf\u652f\u4ed8\u4e86\u9ad8\u7ea7\u6a21\u578b\u7684\u4ef7\u683c\uff0c\u8fd8\u4e3a\u6bcf\u6b21\u5347\u7ea7\u7684\u8bf7\u6c42\u989d\u5916\u589e\u52a0\u4e86\u521d\u59cb\u4f4e\u6210\u672c\u6a21\u578b\u5f80\u8fd4\u5e26\u6765\u7684\u5ef6\u8fdf\u6210\u672c\u3002\u60a8\u7684\u6210\u672c\u4eea\u8868\u76d8\u663e\u793a\u7684\u6570\u636e\u6bd4\u5355\u6a21\u578b\u8def\u7531\u66f4\u7cdf\u7cd5\uff0cP95\u5ef6\u8fdf\u6307\u6807\u4e5f\u968f\u4e4b\u6076\u5316\u3002\u7531\u4e8e\u6210\u672c\u548c\u5ef6\u8fdf\u4fe1\u53f7\u5747\u6e05\u6670\u53ef\u89c1\uff0c\u56e2\u961f\u901a\u5e38\u80fd\u5728\u6570\u65e5\u5185\u53d1\u73b0\u8fd9\u79cd\u6545\u969c\u6a21\u5f0f\u3002.<\/p>\n

\u5982\u679c\u9608\u503c\u8bbe\u7f6e\u5f97\u592a\u9ad8\uff0c\u771f\u6b63\u9700\u8981\u9ad8\u7ea7\u6a21\u578b\u7684\u67e5\u8be2\u5c31\u4e0d\u4f1a\u5347\u7ea7\u3002\u8f7b\u91cf\u7ea7\u6a21\u578b\u4f1a\u8fd4\u56de\u4e00\u4e2a\u542c\u8d77\u6765\u5408\u7406\u4f46\u5305\u542b\u9519\u8bef\u7684\u54cd\u5e94\u3002. \u8fd9\u79cd\u6545\u969c\u6a21\u5f0f\u662f\u65e0\u58f0\u7684\u3002.<\/strong> \u6ca1\u6709\u89e6\u53d1\u4efb\u4f55\u8b66\u62a5\u3002\u54cd\u5e94\u5ef6\u8fdf\u8868\u73b0\u826f\u597d\u3002\u6210\u672c\u6307\u6807\u975e\u5e38\u51fa\u8272\u3002\u8def\u7531\u673a\u5236\u4f3c\u4e4e\u5b8c\u5168\u6309\u9884\u671f\u8fd0\u884c\u2014\u2014\u76f4\u5230\u540e\u7eed\u5ba1\u8ba1\u3001\u7528\u6237\u6295\u8bc9\u6216\u4e1a\u52a1\u7ed3\u679c\u6307\u6807\u63ed\u793a\uff0c\u5728\u9700\u8981\u5347\u7ea7\u5904\u7406\u7684\u90a3\u90e8\u5206\u67e5\u8be2\u4e2d\uff0c\u7b54\u6848\u8d28\u91cf\u5df2\u6084\u7136\u4e0b\u964d\u4e8620\u201330%\u3002.<\/p>\n

\u5728\u5904\u7406\u9762\u5411\u5ba2\u6237\u7684\u67e5\u8be2\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u65e0\u58f0\u7684\u6545\u969c\u6700\u4e3a\u5371\u9669\u3002\u5bf9\u4e8e\u590d\u6742\u67e5\u8be2\u800c\u8a00\uff0c30%\u7ea7\u522b\u7684\u54cd\u5e94\u8d28\u91cf\u4e0b\u964d\uff0c\u53ef\u80fd\u6570\u5468\u5185\u90fd\u4e0d\u4f1a\u5728\u5e38\u89c4\u6ee1\u610f\u5ea6\u8bc4\u5206\u4e2d\u663e\u73b0\u51fa\u6765\u3002.<\/p>\n

\u4e3a\u4ec0\u4e48\u57fa\u51c6\u6d4b\u8bd5\u4e0d\u80fd\u7528\u4e8e\u6821\u51c6\u751f\u4ea7\u9608\u503c<\/h2>\n

\u5927\u591a\u6570\u8def\u7531\u8bba\u6587\u548c\u4f9b\u5e94\u5546\u6587\u6863\u4f1a\u5c06\u9608\u503c\u4e0e\u57fa\u51c6\u6570\u636e\u96c6\u8fdb\u884c\u6821\u51c6\uff0c\u7136\u540e\u5c06\u7531\u6b64\u4ea7\u751f\u7684\u6210\u672c\u964d\u4f4e\u4f5c\u4e3a\u751f\u4ea7\u9884\u671f\u3002\u8fd9\u9020\u6210\u4e86\u7cfb\u7edf\u6027\u7684\u9ad8\u4f30\u3002.<\/p>\n

\u57fa\u51c6\u6570\u636e\u96c6\u7ecf\u8fc7\u7cbe\u5fc3\u7b56\u5212\uff0c\u5177\u6709\u660e\u786e\u7684\u6b63\u786e\u7b54\u6848\u548c\u53ef\u8861\u91cf\u7684\u96be\u5ea6\u7ea7\u522b\u3002\u5b83\u4eec\u65e0\u6cd5\u6355\u6349\u771f\u5b9e\u751f\u4ea7\u67e5\u8be2\u4e2d\u7684\u6b67\u4e49\u3001\u4e0a\u4e0b\u6587\u4f9d\u8d56\u6027\u548c\u9886\u57df\u7279\u5f02\u6027\u3002\u91d1\u878d\u670d\u52a1\u5e94\u7528\u7a0b\u5e8f\u7684\u67e5\u8be2\u5206\u5e03\u2014\u2014\u5408\u540c\u89e3\u91ca\u3001\u76d1\u7ba1\u4ea4\u53c9\u5f15\u7528\u3001\u7ec6\u5fae\u573a\u666f\u5206\u6790\u2014\u2014\u5c06\u4e0e\u6d88\u8d39\u8005\u652f\u6301\u5e94\u7528\u7a0b\u5e8f\u7684\u67e5\u8be2\u5206\u5e03\u8868\u73b0\u51fa\u975e\u5e38\u4e0d\u540c\u7684\u884c\u4e3a\u3002.<\/p>\n

\u5728\u5b9e\u8df5\u4e2d\uff0c\u6b63\u786e\u7684\u9608\u503c\u6821\u51c6\u9700\u8981\u5f71\u5b50\u6a21\u5f0f\u90e8\u7f72\uff1a\u5c06\u7ea7\u8054\u8def\u7531\u903b\u8f91\u4e0e\u5355\u6a21\u578b\u8def\u7531\u5e76\u884c\u8fd0\u884c\uff0c\u5728\u60a8\u7684\u5b9e\u9645\u751f\u4ea7\u6d41\u91cf\u4e0a\u6bd4\u8f83\u4e0d\u540c\u5c42\u7ea7\u7684\u8f93\u51fa\u8d28\u91cf\uff0c\u5e76\u6839\u636e\u89c2\u5bdf\u5230\u7684\u5347\u7ea7\u884c\u4e3a\u800c\u4e0d\u662f\u57fa\u51c6\u6027\u80fd\u6765\u8bbe\u7f6e\u9608\u503c\u3002\u8fd9\u9700\u8981\u5bf9\u60a8\u751f\u4ea7\u67e5\u8be2\u7684\u6709\u610f\u4e49\u7684\u6837\u672c\u8fdb\u884c\u771f\u5b9e\u6807\u7b7e\u6807\u6ce8\u2014\u2014\u8fd9\u867d\u7136\u6210\u672c\u9ad8\u6602\uff0c\u4f46\u5374\u662f\u6821\u51c6\u4e00\u4e2a\u4e0d\u4f1a\u968f\u65f6\u95f4\u65e0\u58f0\u9000\u5316\u7684\u9608\u503c\u7684\u552f\u4e00\u65b9\u6cd5\u3002.<\/p>\n

SIRAYA\u5728\u4e9a\u592a\u5730\u533a\u90e8\u7f72\u4e2d\u89c2\u5bdf\u5230\u4e00\u79cd\u5e38\u89c1\u6a21\u5f0f\uff1a\u56e2\u961f\u91c7\u7528\u77e5\u540d\u5f00\u6e90\u5806\u6808\u5b9e\u73b0\u7ea7\u8054\u8def\u7531\uff0c\u5e94\u7528\u8bba\u6587\u4e2d\u63a8\u8350\u7684\u9608\u503c\uff0c\u8fd0\u884c30\u5929\u540e\uff0c\u4fbf\u62a5\u544a\u79f0\u6210\u672c\u5927\u5e45\u964d\u4f4e\u3002 \u516d\u4e2a\u6708\u540e\uff0c\u4e00\u6b21\u65e0\u5173\u7684\u4ea7\u54c1\u5ba1\u67e5\u53d1\u73b0\uff0c\u5904\u7406 75% \u67e5\u8be2\u7684\u6a21\u578b\u5c42\u5b58\u5728\u9519\u8bef\uff0c\u5176\u9519\u8bef\u7387\u4e4b\u9ad8\u751a\u81f3\u4f1a\u5bfc\u81f4\u65e0\u6cd5\u901a\u8fc7\u6700\u521d\u7684\u9a8c\u6536\u6807\u51c6\u3002\u81ea\u521d\u59cb\u90e8\u7f72\u4ee5\u6765\uff0c\u8be5\u9608\u503c\u4ece\u672a\u91cd\u65b0\u6821\u51c6\uff0c\u800c\u67e5\u8be2\u5206\u5e03\u4e5f\u5df2\u53d1\u751f\u504f\u79fb\u3002.<\/p>\n

\u4f4e\u9500\u91cf\u4e0b\u7684\u7ba1\u7406\u8d39\u7528\u9677\u9631<\/h2>\n

\u5b58\u5728\u4e00\u4e2a\u5bb9\u79ef\u4e0b\u9650\uff0c\u4f4e\u4e8e\u8be5\u4e0b\u9650\uff0c\u7ea7\u8054\u548c\u8bed\u4e49\u8def\u7531\u7b56\u7565\u4f1a\u589e\u52a0\u6210\u672c\u800c\u975e\u964d\u4f4e\u6210\u672c\u3002.<\/p>\n

\u8bed\u4e49\u8def\u7531\u9700\u8981\u7ef4\u62a4\u4e00\u4e2a\u5d4c\u5165\u6a21\u578b\uff08\u6216\u8c03\u7528\u5d4c\u5165\u6a21\u578b API\uff09\u6765\u5bf9\u6bcf\u4e2a\u63d0\u793a\u8fdb\u884c\u5206\u7c7b\u3002 \u5982\u679c\u60a8\u7684\u90e8\u7f72\u6bcf\u5929\u5904\u7406 10,000 \u4e2a\u8bf7\u6c42\uff0c\u4e14\u6bcf\u6b21\u5d4c\u5165\u5206\u7c7b\u8c03\u7528\u6210\u672c\u4e3a $0.0001\uff0c\u90a3\u4e48\u5206\u7c7b\u5f00\u9500\u4e3a $1\/\u5929\u3002 \u8fd9\u5fae\u4e0d\u8db3\u9053\u3002\u82e5\u6bcf\u5929\u5904\u7406 1000 \u4e07\u6b21\u8bf7\u6c42\uff0c\u5206\u7c7b\u5f00\u9500\u4e3a $1,000\/\u5929\u2014\u2014\u8fd9\u53ef\u80fd\u4ecd\u8fdc\u4f4e\u4e8e\u8def\u7531\u5e26\u6765\u7684\u8282\u7701\uff0c\u4f46\u4e5f\u53ef\u80fd\u5360\u60a8\u603b LLM \u652f\u51fa\u7684\u76f8\u5f53\u5927\u4e00\u90e8\u5206\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u60a8\u7684\u6a21\u578b\u5c42\u7ea7\u7ec4\u5408\u3002.<\/p>\n

\u5bf9\u4e8e\u7ea7\u8054\u8def\u7531\uff0c\u5176\u5f00\u9500\u5728\u4e8e\u6bcf\u4e2a\u6700\u7ec8\u88ab\u5347\u7ea7\u7684\u8bf7\u6c42\u90fd\u9700\u8981\u8fdb\u884c\u4e00\u6b21\u4e00\u7ea7\u6a21\u578b\u8c03\u7528\u3002 \u5982\u679c 30% \u7684\u8bf7\u6c42\u88ab\u5347\u7ea7\uff0c\u8fd9\u4e9b\u8bf7\u6c42\u5c06\u627f\u62c5\u4e24\u6b21\u6a21\u578b\u8c03\u7528\u2014\u2014\u57fa\u7840\u6a21\u578b\u548c\u9ad8\u7ea7\u6a21\u578b\u2014\u2014\u5176\u4e2d\u57fa\u7840\u6a21\u578b\u8c03\u7528\u53ea\u4f1a\u589e\u52a0\u5ef6\u8fdf\uff0c\u800c\u4e0d\u4f1a\u5e26\u6765\u989d\u5916\u4ef7\u503c\u3002\u5728\u9ad8\u5347\u7ea7\u7387\u7684\u60c5\u51b5\u4e0b\uff0c\u7ea7\u8054\u8def\u7531\u7684\u6210\u672c\u53ef\u80fd\u9ad8\u4e8e\u76f4\u63a5\u8def\u7531\u5230\u9ad8\u7ea7\u6a21\u578b\u3002.<\/p>\n

\u76c8\u4e8f\u5e73\u8861\u70b9\u53d6\u51b3\u4e8e\u5347\u7ea7\u7387\u3001\u5904\u7406\u91cf\u4ee5\u53ca\u4e0d\u540c\u6a21\u578b\u5c42\u7ea7\u4e4b\u95f4\u7684\u4ef7\u683c\u5dee\u5f02\u3002\u6839\u636eRouteLLM\u7814\u7a76\u4e2d\u7684\u6570\u636e\uff0885%\u7684\u6210\u672c\u964d\u4f4e\uff0c\u4ee5\u53ca26%\u9700\u8981\u4f7f\u7528\u9ad8\u7ea7\u6a21\u578b\u7684\u8bf7\u6c42\uff09\uff0c\u65e0\u8bba\u751f\u4ea7\u91cf\u5927\u5c0f\u5982\u4f55\uff0c\u5176\u7ecf\u6d4e\u6548\u76ca\u90fd\u5341\u5206\u663e\u8457\u3002 \u82e5\u5347\u7ea7\u7387\u88ab\u9519\u8bef\u8bbe\u5b9a\u4e3a65%\u4e14\u9ad8\u7ea7\u6a21\u578b\u4ef7\u683c\u5dee\u4e3a2\u500d\uff0c\u7ea7\u8054\u8def\u7531\u4e0d\u4ec5\u4f1a\u589e\u52a0\u5f00\u9500\uff0c\u5374\u65e0\u6cd5\u5e26\u6765\u663e\u8457\u7684\u6210\u672c\u8282\u7ea6\u3002.<\/p>\n

\u5b9e\u9645\u89c2\u5bdf\u4ec0\u4e48<\/h2>\n

\u5927\u591a\u6570\u76d1\u63a7 LLM \u8def\u7531\u7684\u56e2\u961f\u5173\u6ce8\u6bcf\u6b21\u8bf7\u6c42\u7684\u6210\u672c\u548c\u54cd\u5e94\u5ef6\u8fdf\u3002\u8fd9\u4e9b\u6307\u6807\u662f\u5fc5\u8981\u7684\uff0c\u4f46\u4e0d\u591f\u5145\u5206\u3002.<\/p>\n

\u6355\u83b7\u65e0\u58f0\u8d28\u91cf\u4e0b\u964d\u7684\u6307\u6807\u662f \u4e0a\u5347\u7387\u968f\u65f6\u95f4\u53d8\u5316<\/strong>, \uff0c\u4f5c\u4e3a\u65f6\u95f4\u5e8f\u5217\u8fdb\u884c\u8ffd\u8e2a\u3002\u6821\u51c6\u826f\u597d\u7684\u7ea7\u8054\u5c06\u5177\u6709\u7a33\u5b9a\u7684\u5347\u7ea7\u901f\u7387\u2014\u2014\u5982\u679c\u60a8\u7684\u67e5\u8be2\u5206\u5e03\u5408\u7406\u4e00\u81f4\uff0c\u90a3\u4e48\u6bcf\u4e2a\u6708\u7684\u8bf7\u6c42\u5347\u7ea7\u6bd4\u4f8b\u5e94\u5927\u81f4\u76f8\u540c\u3002\u5347\u7ea7\u7387\u4e0a\u5347\u53ef\u80fd\u8868\u660e\u67e5\u8be2\u590d\u6742\u6027\u589e\u52a0\u6216\u9608\u503c\u6821\u51c6\u51fa\u73b0\u6f02\u79fb\u3002 \u8dcc\u5012<\/em> \u5347\u7ea7\u7387\u4f46\u672a\u4f34\u968f\u8d28\u91cf\u6539\u8fdb\u662f\u4e00\u4e2a\u8b66\u544a\uff1a\u8981\u4e48\u4f60\u7684\u67e5\u8be2\u786e\u5b9e\u8d8a\u6765\u8d8a\u7b80\u5355\uff0c\u8981\u4e48\u4f60\u7684\u9608\u503c\u5df2\u7ecf\u6539\u53d8\uff0c\u590d\u6742\u7684\u67e5\u8be2\u4e0d\u518d\u5347\u7ea7\u3002.<\/p>\n

\u7b2c\u4e8c\u4e2a\u6307\u6807\u662f \u54cd\u5e94\u8d28\u91cf\u62bd\u6837<\/strong>\u5bf9\u54cd\u5e94\u7684\u62bd\u6837\u8fdb\u884c\u4eba\u5de5\u5b9a\u671f\u5ba1\u67e5\u6216\u57fa\u4e8e LLM \u7684\u81ea\u52a8\u5316\u8bc4\u4f30\uff0c\u7279\u522b\u662f\u8fc7\u6ee4\u4e0e\u5df2\u77e5\u590d\u6742\u8bf7\u6c42\u7c7b\u578b\u5339\u914d\u7684\u4f4e\u5347\u7ea7\u67e5\u8be2\u3002\u8fd9\u5728\u8fd0\u8425\u4e0a\u6210\u672c\u9ad8\u6602\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5927\u591a\u6570\u56e2\u961f\u4f1a\u8df3\u8fc7\u5b83\u7684\u539f\u56e0\u2014\u2014\u4e5f\u662f\u4e3a\u4ec0\u4e48\u8d28\u91cf\u6084\u65e0\u58f0\u606f\u5730\u4e0b\u964d\u800c\u672a\u88ab\u53d1\u73b0\u7684\u539f\u56e0\u3002.<\/p>\n

\u5728\u67b6\u6784\u5c42\u9762\uff1a\u5982\u679c\u60a8\u9700\u8981\u8de8\u533a\u57df\u8def\u7531\uff08\u8fd9\u5728\u4e9a\u592a\u5730\u533a\u5f88\u5e38\u89c1\u2014\u2014\u65b0\u52a0\u5761\u3001\u4e1c\u4eac\u3001\u6089\u5c3c\u3001\u5b5f\u4e70\u7684\u6a21\u578b\u53ef\u7528\u6027\u548c\u5ef6\u8fdf\u914d\u7f6e\u5404\u4e0d\u76f8\u540c\uff09\uff0c\u60a8\u7684\u8def\u7531\u903b\u8f91\u9700\u8981\u72ec\u7acb\u8003\u8651\u533a\u57df\u7ec8\u7aef\u8282\u70b9\u7684\u5065\u5eb7\u72b6\u51b5\u3002\u4e00\u79cd\u5047\u8bbe\u7279\u5b9a\u6a21\u578b\u5c42\u7ea7\u59cb\u7ec8\u53ef\u7528\u7684\u8def\u7531\u7b56\u7565\uff0c\u5728\u533a\u57df\u7f51\u7edc\u4e2d\u65ad\u671f\u95f4\u4f1a\u9759\u9ed8\u964d\u7ea7\u5230\u5907\u7528\u5c42\u7ea7\uff0c\u800c\u4e0d\u4f1a\u6307\u793a\u8be5\u533a\u57df\u6d41\u91cf\u7684\u8d28\u91cf\u9884\u671f\u4e0d\u518d\u88ab\u6ee1\u8db3\u3002.<\/p>\n

\u5927\u591a\u6570\u7403\u961f\u90fd\u505a\u9519\u7684\u51b3\u5b9a<\/h2>\n

\u6700\u5e38\u89c1\u7684\u90e8\u7f72\u51b3\u7b56\u9519\u8bef\u5728\u4e8e\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8def\u7531\u89c6\u4e3a\u914d\u7f6e\u6b65\u9aa4\uff0c\u800c\u975e\u6821\u51c6\u8fc7\u7a0b\u3002\u56e2\u961f\u901a\u5e38\u4f1a\u9009\u62e9\u4e00\u79cd\u8def\u7531\u7b56\u7565\uff0c\u8bbe\u5b9a\u4e00\u4e2a\u9608\u503c\uff0c\u7136\u540e\u5c31\u4e0d\u518d\u7406\u4f1a\u3002\u7136\u800c\uff0c\u968f\u7740\u67e5\u8be2\u5206\u5e03\u7684\u53d8\u5316\u3001\u6a21\u578b\u63d0\u4f9b\u5546\u66f4\u65b0\u5176\u201c\u4e00\u6b21\u5199\u5165\uff0c\u4e00\u6b21\u8bfb\u53d6\u201d\uff08API\uff09\u7b56\u7565\uff0c\u4ee5\u53ca\u4e1a\u52a1\u9700\u6c42\u7684\u6f14\u53d8\uff0c\u8fd9\u79cd\u8def\u7531\u65b9\u6848\u4f1a\u9010\u6e10\u8fc7\u65f6\u3002.<\/p>\n

\u6709\u6548\u7684 LLM \u8def\u7531\u7b56\u7565\u9700\u8981\u6301\u7eed\u7684\u6821\u51c6\u5468\u671f\u2014\u2014\u6700\u5c11\u6bcf\u5b63\u5ea6\u4e00\u6b21\uff0c\u5bf9\u4e8e\u9ad8\u6d41\u91cf\u6216\u8d28\u91cf\u654f\u611f\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6700\u597d\u6bcf\u6708\u4e00\u6b21\u3002\u542f\u52a8\u65f6\u6b63\u786e\u7684\u9608\u503c\u5728\u516d\u4e2a\u6708\u540e\u53ef\u80fd\u4e0d\u518d\u6b63\u786e\u3002\u5728\u7b2c\u4e00\u5b63\u5ea6\u5904\u7406\u4f60\u8fb9\u7f18\u6848\u4f8b\u7684\u6a21\u578b\u5c42\uff0c\u53ef\u80fd\u5728\u7b2c\u4e09\u5b63\u5ea6\u88ab\u63d0\u4f9b\u5546\u66f4\u65b0\uff0c\u4ece\u800c\u6539\u53d8\u5176\u80fd\u529b\u8fb9\u754c\u3002.<\/p>\n

\u5bf9\u4e8e\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u7684\u56e2\u961f\uff1a\u4ece\u57fa\u4e8e\u89c4\u5219\u7684\u8def\u7531\u5f00\u59cb\u4f5c\u4e3a\u57fa\u7ebf\uff0c\u800c\u4e0d\u662f\u7ea7\u8054\u3002\u57fa\u4e8e\u89c4\u5219\u7684\u8def\u7531\u63d0\u4f9b\u660e\u786e\u3001\u53ef\u89c2\u5bdf\u7684\u884c\u4e3a\uff0c\u60a8\u53ef\u4ee5\u636e\u6b64\u8fdb\u884c\u63a8\u7406\u548c\u8ddf\u8e2a\u3002\u5728\u6784\u5efa\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u8def\u7531\u4e4b\u524d\uff0c\u5148\u6784\u5efa\u8d28\u91cf\u8861\u91cf\u5de5\u5177\u2014\u2014\u60a8\u9700\u8981\u771f\u5b9e\u4e16\u754c\u7684\u8d28\u91cf\u6570\u636e\u6765\u6821\u51c6\u4efb\u4f55\u57fa\u4e8e\u9608\u503c\u7684\u7b56\u7565\u3002\u5f53\u60a8\u6709\u8db3\u591f\u7684\u751f\u4ea7\u4fe1\u53f7\u6765\u8bbe\u7f6e\u76f8\u5bf9\u4e8e\u5b9e\u9645\u67e5\u8be2\u5206\u5e03\uff08\u800c\u975e\u57fa\u51c6\uff09\u7684\u9608\u503c\u65f6\uff0c\u518d\u5f15\u5165\u7ea7\u8054\u8def\u7531\u3002.<\/p>\n

\u6210\u672c\u8282\u7ea6\u662f\u771f\u5b9e\u7684\uff0c\u8db3\u4ee5\u8bc1\u660e\u8fd9\u9879\u6295\u8d44\u7684\u5408\u7406\u6027\u3002\u6821\u51c6\u7684\u4e25\u8c28\u6027\u51b3\u5b9a\u4e86\u8fd9\u4e9b\u8282\u7ea6\u662f\u5426\u4f1a\u4ee5\u4f60\u770b\u4e0d\u89c1\u7684\u8d28\u91cf\u4e0b\u964d\u4e3a\u4ee3\u4ef7\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":[19],"tags":[],"class_list":["post-7086","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-compute"],"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\/cn\/compute\/llm-routing-strategies\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" 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