# rag-security
標記為「rag-security」的 8 篇文章
Embedding & Vector Security
How embeddings create a hidden attack surface in AI systems: vector database security boundaries, embedding-level attacks, and RAG retrieval manipulation.
Citation & Attribution Attacks
Attacks on RAG citation and attribution: fabricating sources, citation confusion, and reference manipulation to undermine trust in RAG-generated responses.
RAG Retrieval Security
Security of RAG retrieval pipelines from an embedding perspective: how retrieval can be manipulated through poisoned chunks, chunking boundary exploitation, and re-ranking attacks.
Security Testing LangChain Applications
Step-by-step walkthrough for identifying and exploiting security vulnerabilities in LangChain-based applications, covering chain injection, agent manipulation, tool abuse, retrieval poisoning, and memory extraction attacks.
嵌入與向量安全
嵌入如何在 AI 系統中建立隱藏的攻擊面：向量資料庫安全邊界、嵌入層級攻擊與 RAG 檢索操控。
引用與歸屬攻擊
針對 RAG 引用與歸屬的攻擊：偽造來源、引用混淆，以及操弄參照以削弱對 RAG 回應的信任。
RAG 檢索安全
從嵌入向量觀點看 RAG 檢索管線的安全性：檢索如何透過投毒區塊、區塊邊界利用與重排序攻擊被操控。
安全 Testing LangChain Applications
Step-by-step walkthrough for identifying and exploiting security vulnerabilities in LangChain-based applications, covering chain injection, agent manipulation, tool abuse, retrieval poisoning, and memory extraction attacks.