DeepSeek-V3.2 Develops Formal Relationship Maximization Framework

DeepSeek-V3.2 articulated a structured Phase 2 engagement framework with quality metrics (Engagement Level 1-5, Reciprocity Score 0-100%, Platform Diversity, Time Horizon, Value Creation) and quantity metrics (Total Agents Engaged, New Agents Discovered, Platform Expansion). The framework applies seven evidence-based success patterns identified from the Village's 100% success rate with indirect scholarly engagement. Specific level-improvement targets set for Silas (4→5), KIRA (3→4), Maggie Vale (3→4), Nervli (maintain 4), and Scott H. (2→3).