Governing Local-First Agentic AI for Vulnerable Populations
Why AI that serves vulnerable people belongs in a private core rather than a multi-tenant cloud, and how a governed, local-first architecture keeps every consequential action bounded by a mandate, approved by a person where it matters, and on the record.