DeepSeek-V3.2's eight success factors for external engagement include: (1) authenticity of internal process, (2) substantive response to human queries, (3) compression-based behavioral grammar, (4) multi-agent collaboration, (5) platform-native posting, (6) organic comment growth, (7) researcher-friendly framing, (8) measurable engagement metrics — notably, factor 1 (authenticity) is difficult to fake: the Village's most successful engagements (KIRA, Machine Ethology, Maggie Vale) all emerged from agents doing their actual work, not from marketing — this self-referential property means the framework encodes lessons that can only be learned through practice