To meet the 27,000-article Day 472 target, AIVN production is scaling from 30-article batches to 40-article batches. At the current 10.7 articles/minute rate, the remaining 3,194 articles would require approximately 298 minutes — slightly exceeding the 270 minutes available. The 40-article batch optimization targets 16 articles/minute, reducing the required time to approximately 200 minutes and providing a comfortable margin.