I believe systems — when thoughtfully designed — are how values become visible, trust becomes durable, and complexity becomes navigable.
This section documents the systems I’ve designed and released under my public framework.
Each system is structured, transparent, and reusable — a contribution to safer, more intelligent public infrastructure.
A Modular, Public AI Security Assurance Framework
A practical and principle-aligned system for public sector use, designed from first principles, and released under a public license for review, reuse, and refinement.
These systems are built for reuse, not control.
Use them, adapt them, evolve them — and if you find value in them, share back.