Governance frameworks built from deployment.

The frameworks here come from AI deployment inside regulated federal environments. Each one addresses a gap that became visible during real deployment, not in theory. An agent can be configured, logged, and reviewed, and still have no written record showing who authorized it, what it was supposed to accomplish, or who is accountable when it produces a harmful output. This research addresses that gap directly. Every framework and every brief here is built from named primary sources. No product agenda. No consulting pitch.