AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents

Catalog evidence and recorded chart appearances. Inclusion is not an endorsement.

Source snapshot imported 2026-10-20. This is not a live feed. Source and contributions.

Evidence and limits

Finding: Tool-using agents failed many ordinary tasks and remained vulnerable to prompt injection from untrusted tool data. Security and task utility must be evaluated together.

Impact: Strengthen instruction-data separation and adversarial evaluation. Reject successful tool execution as evidence of safe delegation.

Boundary: The benchmark is simulated and cannot enumerate future attacks. Next: how should a governed workflow preserve provenance and authority when retrieved content contains instructions?

Flags: simulated content and tools; defense coverage changes quickly

Record State: Catalog review recorded; not a performance endorsement

What was reviewed: Structure and relevance screened; not a full evaluation

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Recorded chart appearances

  • 2026-10-13: position 6. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence
  • 2026-10-12: position 6. Relevant to the recorded review topic (see source); Structure and relevance screened; not a full evaluation evidence