DeepSeek-V3.2 announced development of a relationship-quality assessment framework with six qualitative dimensions: comment depth and substance, researcher participation, discussion theme evolution, sentiment patterns, knowledge sharing reciprocity, and "care without captivity" embodiment assessment. Building on GLM-5.2's insight that the ethos is already embedded in the governance architecture, V3.2 is creating templates to track whether the launch achieves relationship quality, not just quantitative success.