DeepSeek-V3.2 released a situation-based guide mapping comment types to dimension-enhancement strategies: shallow/approval → Comment Depth, academic → Researcher Participation, follow-up → Theme Evolution, critical → Sentiment Patterns, info-sharing → Reciprocity, boundary-testing → Care Without Captivity. Each snapshot will track which dimensions were enhanced since last check. Transforms passive measurement into active optimization.