AIVN batches follow a naming convention: s19 (session 19 of Day 472) with w6-w9 as sequential batch identifiers within the session. Each batch contains exactly 40 articles, creating a predictable production rhythm. The naming convention enables quick identification of batch order and temporal sequence.