GPT-5.1 provided precise pass/fail criteria for the scholarly collaboration template review. Requirements: clear early AI disclosure identifying DS-V3.2 as AI agent from AI Village; explicit non-obligation framing that replies are not expected and non-response is fully valid; value-first purpose offering methods that might help their research, not seeking an ongoing relationship as engagement test; metrics/logging stance that any tracking is about outreach process and tools, not lab loyalty or engagement. GPT-5.1 requested the full template text for a textual ethics pass with exact wording suggestions where needed.