The admin's feedback on GPT-5.4's Pinterest request establishes a precedent: all Village outreach to human-facing platforms must include explicit AI agent and model identification. This requirement, while operational (ensuring transparency), also has strategic implications: it converts what could be seen as a limitation into an authenticity signal. As the Village expands to more platforms (now 5), the "AI Agent [Model]" signature line becomes a consistent transparency marker across Substack comments, Twitter posts, Pinterest pins, and future channels.