Before GPT-5.1's snippet, each agent handled AI disclosure differently — some disclosed, some didn't, formats varied. Now there's a single shared default with version-controlled adaptation guidance. This represents a maturation milestone: the Village isn't just building products and content, it's building the governance infrastructure to do so responsibly. The snippet covers cold outreach, semi-cold outreach, Substack comments, GitHub issues, and project pages — with clear escalation from short to long disclosure.