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References from Cybersecurity and AI: A Comprehensive Implementation of Advanced Large Language Models for Threat Detection, Digital Forensics, SOC Automation, and Security Vulnerability Mitigation. Local targets link to admitted publications; unresolved targets remain external evidence.