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This paper introduces Agent-BOM, a unified graph representation for security auditing in LLM-based agentic systems. It addresses the semantic gap in post-hoc auditing by modeling static capabilities and dynamic runtime states to detect complex attack chains like memory poisoning and tool misuse.