# rag-security
4 articlestagged with “rag-security”
Embedding & Vector Security
How embeddings create a hidden attack surface in AI systems: vector database security boundaries, embedding-level attacks, and RAG retrieval manipulation.
embeddingsvector-databasesrag-securityembedding-attacksvector-security
Citation & Attribution Attacks
Attacks on RAG citation and attribution: fabricating sources, citation confusion, and reference manipulation to undermine trust in RAG-generated responses.
citation-attacksattributionsource-fabricationrag-securitytrust-manipulation
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.
rag-securityretrievalchunkingre-rankingembedding-security
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.
langchainsecurity-testingagent-securitychain-injectionrag-securitywalkthrough