Security lifecycle
Security follows the software from design to production.
Threat modelling, AI-assisted development controls, code review, integration testing, staging security tests, production validation and continuous monitoring form one lifecycle.
01Design
Threat model the system and map requirements before implementation.
02Build
Scan code, dependencies, infrastructure and AI-generated changes continuously.
03Release
Test APIs, web applications, MCP, performance and real user journeys before release.
04Operate
Monitor posture, manage keys, respond to findings and retain evidence over time.