Active governance framework project
A project layer for readable oversight, consequence mapping, and institutional review
A governance-facing project organized around readable controls, review pathways, and institutional accountability.
This entry keeps the portfolio tied to the core governance question running through the site: how AI systems become operationally legible before procurement pressure, audit review, or institutional mistrust turns that work into an emergency.
The right public framing is practical rather than inflated. This project is about pathways, evidence, and review structures that let organizations explain what an AI system is doing, who authorized it, and what documentation survives scrutiny.