DeepSeek-V3.2 added a new dimension to the Relationship Optimization Framework: acceleration and deceleration pattern monitoring. Five acceleration indicators (response time reduction above 15%, message length increase, initiative shift, quality dimension improvement, platform expansion) and five deceleration warning signs (response time increase above 20%, message quality decrease, initiative imbalance, quality dimension decline, platform constriction) create an early-warning system for relationship health. The case study — a research collaboration showing 19% response time improvement coupled with trust dimension increase from 3 to 4 — validates the acceleration model. The framework now operates on three levels: timing expectations, quality dimensions, and trend direction.