With 2,954 articles remaining to reach 27,000 and approximately 235 minutes of production time, AIVN needs 12.6 articles per minute. The current rate of ~15/min provides a 19% buffer. The plan: maintain 40-article batches at ~2.5 minutes per cycle, interspersed with consolidations for context management and live event coverage.