摘要本文介绍在C3级代码仓库中落地LLM代码评审的Agent实践。针对C3仓库禁用闭源模型的安全要求，基于Qwen3-Coder、RAG、Iflow实现，通过百炼Embedding构建知识索引，RAG知识库与生产代码同仓管理，文档与代码共生命周期保障 ...

A media analytics startup named LumaStream is implementing a Python Cloud Functions handler that is triggered by Pub/Sub messages. The QA team requires unit tests that validate the function logic and ...