aiqbench analysis

Google's open-sourced Mantis framework addresses critical limitations in current AI security tools by using agentic workflows and sandboxed reproduction to drastically reduce false positives and hallucinations in vulnerability scanning. By grounding findings in repository history and architectural context rather than relying solely on LLM judgment, the system achieves a significant improvement in true-positive rates for automated code analysis. This development represents a substantive advancement in making AI-driven security auditing reliable enough for production environments.