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只用 FAISS 时,搜索有时像在碰运气——语义上相似但事实错误的结果时常出现。迁移到 Qdrant拿到的不只是数据库,更是对系统的掌控力。稠密向量配合关键词过滤(混合搜索),终于能回答"显示 GPU 相关的技术文档,但只要官方手册里的"这种精确查询 ...
理解 AI coding 智能体的设计,可以帮助开发者更好地使用 AI coding 工具,实现开发提效。了解用户提示词预处理,帮助我们写出高效的用户提示词。例如:为什么在提示词中使用 @字符引入文件、目录作为上下文,可以减少会话轮次?如何自定义命令 ...