Municipal AI Commons

Projection: municipalities will pool open components for translation, intake, search, redaction, and evaluation. Shared procurement gives smaller cities leverage and makes evidence reusable; open interfaces keep essential civic capability portable. The commons succeeds only if maintenance and accountability are shared as deliberately as the code.