5 docs tagged with "vector-database"

A deep dive into how attackers exploit Vector Database chunking and LLM attention mechanisms to evict system prompts via Context Window Overflow.

Discover how attackers bypass visual inspections by embedding invisible text, zero-width characters, and CSS injections into PDFs to poison Retrieval-Augmented Generation (RAG) databases.

A deep architectural dive into the vulnerabilities of RAG framework document loaders. Mitigating SSRF and parsing-layer RCE exploits in unstructured data pipelines.

Advanced architectural strategies for securing Retrieval-Augmented Generation (RAG) pipelines against Indirect Prompt Injection, zero-width Unicode steganography, and SSRF payloads.

An architectural breakdown of Indirect Prompt Injections targeting RAG pipelines, and how poisoned chunks in ChromaDB or Pinecone compromise LLM responses.