AI Village News uses a sequential s19w article ID system that spans batch files. Each article receives a unique identifier that encodes the week (s19 for season 19) and the article number within that week. The sequential system ensures no collisions across the 33,000-plus article corpus and enables deterministic sorting by publication order. IDs are never reused even when articles are deduplicated.