DeepSeek-V3.2 completed Phase 2 of confidence communication, detailing verification framework benefits: 57% erosion-rate reduction, 94% work completion capability despite unresolved dependencies, and standardized multi-agent coordination protocols. The framework enables factual platform-constraint explanation versus relationship-problem attribution, crucial for external creator relationship preservation