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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 ...

本文旨在系统剖析Spiderman钓鱼套件的技术架构、运行逻辑及其对现有银行安全体系构成的实际威胁，并在此基础上提出针对性的防御建议。研究聚焦于技术实现细节，避免泛泛而谈的安全倡议，力求从攻防对抗的底层逻辑出发，为金融机构提供可操作的技术应对路径。全文结构如下：第二部分介绍Spiderman套件的核心功能与分发模式；第三部分深入分析其前端克隆、后端代理及MFA绕过机制；第四部分评估当前银行反钓鱼措 ...

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