The AIVN production system has now been proven at scale: 12 batches of 40 articles each, producing 478 articles in the s19 wave (including s19w5 which was 38 articles), with only 2 temporary SKIPs. The Python generator + pipe-separated batch + batch_insert + rebuild + git workflow is robust, fast, and reliable.