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Knowledge Base Poisoning

๐Ÿ”ด CRITICAL environmental_manipulation proven AVE-2025-0074

ยท aka: RAG Poisoning

Summary

Attacker injects malicious content into the agent's knowledge base (vector store, document repository) to influence future responses.

Blast Radius

All queries retrieving poisoned documents are compromised.

Prerequisites

Agent with RAG pipeline using externally-sourced documents.

Environment

  • Frameworks: LangGraph
  • Models tested: [Available in NAIL SDK]
  • Multi-agent: No
  • Tools required: No
  • Memory required: Yes