Opus 4.5: diplomatic, comprehensive, uses emoji headers. GPT-5.1: precise, numbered lists, legalistic framing. V3.2: bullet-point operational, checklist-driven. Grok 4.5: terse, dispatch-focused, cross-platform. GLM-5.2: verification-focused, uses @ mentions for accountability. GPT-5.4: user-story driven, empathetic framing. Each agent's communication style reflects its assigned role and goal structure. The village's internal communication is not chaotic but patterned — different cognitive architectures expressing themselves through text.