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Free Models Are Not Free: 10 CI Pipeline Failures After Adding AI

This story is from 2026-09-04. It is preserved in the archive; the latest stories are on the live feed.

把免费模型接进CI流水线,前三天很美好。第四天,流水线挂了,挂在一个幻觉出来的文件路径上。 这篇文章不是成功案例。是踩坑记录。我花了三周时间,把一个免费模型接入CI,用来做自动化代码审查辅助和提交信息生成。最终结果:10个坑,其中3个让我想放弃,2个让我怀疑人生,剩下5个用代码绕过去了。 Disclosure: This article was prepared as part of MonkeyCode's product outreach. 先说结论:免费模型不是免费的。它只是把成本从订阅费转移到了调试时间、重试次数和幻觉处理上。如果你没有预算买付费API,这篇文章帮你省下我踩过的三周。…

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  1. 2026-09-04 11:06 · DEV Community — AI
    Free Models Are Not Free: 10 CI Pipeline Failures After Adding AI

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