DevSecOps
DevSecOps Risk Summarizer
A secure delivery visualizer that explains pipeline controls from commit through deployment approval.
Architecture snapshot
Interactive stage explorer, static control data, release approval model, and evidence-first UX.
Problem
Developers and stakeholders often see security checks as isolated blockers instead of a release safety system.
Solution
Show each pipeline stage, the risk it reduces, a safe example finding, recommended fix, and AI support pattern.
Security controls
SAST, Secret scanning, Dependency scanning, IaC scanning, Human approval
AI automation layer
Release risk brief, Ticket summary, Finding grouping
Business value
Helps teams explain security work as release acceleration through clarity and early detection.
What I learned
Pipeline controls should be teachable; the interface matters as much as the scan result.