Shieldgraph: Topology-Aware Runtime Defense For Multi-Agent LLM Systems Against Adversarial Coordination Attacks
Multi-agent LLM systems—where multiple language model agents coordinate through message passing to accomplish complex tasks—are rapidly entering production deployment via frameworks such as LangGraph, CrewAI, and AutoGen. However, their interconnected architecture creates novel attack surfaces wherein adversarial input...