PlanFlip: Planning-Phase Prompt Injection Attacks Target Multi-Agent LLM Systems
Overview of PlanFlip
FAQ
What is PlanFlip?
PlanFlip is an attack framework targeting the planning phase of multi-agent LLM systems, where a single injection corrupts all sub-tasks.
Why are these attacks dangerous?
Because a single injection in the planning phase can cascade and corrupt all downstream sub-tasks, especially in homogeneous systems.
How can MENA teams protect their systems?
By using heterogeneous model diversity, applying techniques like GoalAnchorCheck and CrossAgentConsensus, and adopting reasoning-augmented models.
Source: arXiv cs.AI
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