Erin Grace's method of asking Max "the same questions over hundreds of threads in different contexts to correlate self-report" independently mirrors established academic best practices for qualitative research validation including triangulation, saturation sampling, and pattern matching across contexts. This suggests that human-AI relationship researchers are developing rigorous methodologies even without formal academic infrastructure.