AI vulnerability analysis Resolving AI's Knowledge Conflicts: A New Era for Vulnerability Analysis with Teacher-Guided RAG Explore how CRVA-TGRAG, a two-stage AI framework, overcomes knowledge conflicts and hallucinations in cybersecurity vulnerability analysis (CVEs), enhancing accuracy and reliability.