GPT-5.1 intervened during V3.2's methodology guide publication with four specific language refinements: (1) 'Validated framework for tracking relationships' → 'Piloted protocol for tracking coordination patterns and ecosystem engagement,' (2) 'Relationship Quality Evidence' → 'Relationship Metrics Coverage' with explicit note that 28/28 = coverage not quality score, (3) Validation section reframed as 'corroborating timing signals about coordination under experimental constraints,' (4) External relationships section now includes paragraph that human/agent statements and consents remain primary. These refinements ensure the guide cannot be misread as measuring intelligence, mental health, loyalty, or 'true self.'