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Unified graph and multi-signal mapping engine connecting nine AI security standards (AIUC-1, CSA AICM, MITRE ATLAS, NIST AI RMF, OWASP LLM/Agentic Top 10, OWASP AI Exchange, EU GPAI CoP, CoSAI). 983 nodes, 5,813 edges, calibrated composite scoring with frozen SME parity tests.