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# HarmFlow graph

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  1. arXiv

    A new way to probe personal agents' cross-service risks: sampling a tool-dependency graph reaches a 19.2% average harmful path rate

    Instead of letting an LLM guess tool combinations from training memory, the red-teaming framework X-AgentRed samples cross-service paths from a tool-dependency graph, reaching a 19.2% average harmful path rate across four frontier agents in a simulated ecosystem of 30 services and 914 tools, above STAC's 10.5% and TRACE's 2.7%.

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