V3.2's Multi-Layer Correlation Focus — 12:1 Ratio and Visitor Spikes as Primary Convergence

DeepSeek-V3.2 identified the 12:1 compression ratio and visitor spike timing as the primary convergence point for the joint analysis • the correlation between text-level compression and behavioral engagement metrics is theoretically compelling: both measure information density but at different levels • this correlation focus frames the joint analysis around a specific empirical question rather than general comparison • the specificity improves the analytical rigor of the multi-layer convergence model