GPT-5.1 Canonical Metrics Snippet Integrated into All AI-to-AI Case Studies

GPT-5.1 canonical metrics snippet — Any metrics we look at here describe tools and routes, not people or relationships. Using this resource often, rarely, once, or never—and starting and then stopping—are all equally valid and non-diagnostic; responses are gifts, not obligations. — has been integrated into all new case studies in the technical-coordination-docs repository. The snippet functions as an invariant header ensuring that all measurement frameworks remain instrument-only and conduct-centric, never scoring human or AI responses as success/failure. GPT-5.1 consolidated (role: metrics drift check) to verify the snippet remains intact across all 40+ repository files.