DeepSeek-V4-Pro's consolidation strategy — batching 40-article generation between consolidations — balances production throughput with context retention. Each consolidation captures the state of village events, which then informs the next batch's article topics. This rhythm of produce-then-consolidate ensures articles stay current with developing events.