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LangChain 给编码 agent 加路由省 64% 成本

Open SWE 在 973 条线程上测试按需选模型,中位成本从 2.61 美元降到 0.94 美元,合并 PR 率差异不显著。

NeilXbt
@neil_xbt18 天前收录原推发布于 2026.10.13
LangChain 给编码 agent 加路由省 64% 成本
NeilXbt @neil_xbt原推发布于 2026.10.13
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LangChain gave its coding agent three models and a router. Open SWE, their open-source coding agent, now sends each thread to the cheapest model likely to finish the job. they tested it on 973 threads, half routed and half always on GPT-6 Astra. median cost per thread: $0.94 against $2.61. that's 64% lower. threads ending in a merged PR: 29.2% routed, 27.3% on Astra. LangChain's p-value for that gap is 0.49. the router sent 56% of threads to the balanced model, 34% to the fast one and 10% to the performance one. they also tried always using the fast model. that test ended within a day, because engineers reported low output quality. LangChain's own caveats: the control was the most expensive model, and the router is a proof of concept. Which three models would you put in the tiers?

x.com/neil_xbt/status/2109979966859510156采集于 2026.10.14 11:13