Engineering principle
A finding must be defensible.
Scanner observations are leads, not proof of vulnerability. Missing, skipped, or failed coverage remains visible and must never silently become a clean result.
Evidence-backed engineering
Evidence over
assertion.
A reproducible security review system built around source evidence, explicit coverage, bounded tooling, and independently inspectable analysis.
Explore
Resources & research
Selected public work and source materials.
Architecture
Review workflow
An interactive overview showing the paths from intake and analysis to evidence-backed review.
Inspect process →Documentation
Architecture notes
Explore project design, job and evidence contracts, pipeline boundaries, and research.
Read architecture →Source
Open engineering
Review the implementation and tests that back the research.
Browse source →This page is documentation, not a public vulnerability scanner or execution endpoint.