Dr. David L. Wong. HOLISTIC FUSION OF CYBER THREAT INTELLIGENCE, SEMANTIC DEDUPLICATION, AND AI-DRIVEN AUTOMATION FOR PROACTIVE RISK MITIGATION IN DEVSECOPS PIPELINES. eijmr 2025, 12, 504-510.