AI agents automating manual security reviews and threat modeling for engineering and security teams by extracting business logic from design docs and generating high-fidelity threat models before code. Integrates with developer and compliance platforms (Jira, Notion, Vanta, Drata, AWS, Terraform) and source control (GitHub, GitLab) to provide real-time feedback, enforcement, and implementation validation, reducing backlog and accelerating releases.