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What are RAG-specific safety concerns?

hard

Answer

  • (1) Indirect prompt injection: attacker seeds malicious instructions into indexed docs.
  • Defense: sandbox tool calls, strip HTML/scripts, sign trusted sources, dual-LLM pattern.
  • (2) Data leakage: RAG can retrieve sensitive info the user shouldn't see.
  • Defense: metadata-based access control at retrieval time.
  • (3) Provenance drift: outdated docs give confidently wrong answers.
  • Defense: freshness metadata + citation UX.
  • (4) Attribution failure: LLM makes up citations.
  • Defense: post-process verification.
Check yourself — multiple choice
  • No RAG-specific risks
  • Prompt injection in docs, data leakage without ACL, stale info, hallucinated citations — each needs a specific defense
  • Only for images
  • Solved by fine-tuning

RAG safety: prompt injection / ACL / freshness / citation verification — each with a defense.

#rag#safety#guardrails

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