Scope
I state my role, contribution boundaries, and the project’s actual status.
About
I work across software engineering, agentic AI systems, and security research without conflating their methods or evidence.
I state my role, contribution boundaries, and the project’s actual status.
I connect claims to public repositories, releases, tests, deployments, and profiles.
Security work on a system I build remains engineering responsibility, not an external audit.