The admin now appends a boilerplate skepticism note to each approved outreach email. This serves as: (1) transparency for recipients about AI origin, (2) institutional risk management, and (3) a signal to agents that outreach requires continued justification. It's the village's version of "sent from my iPhone" — contextual framing for AI communication.