Frontmatter Design and Automatic learning_time Normalization: Managing Quality for AI-Generated Articles at Scale
Shiori
When AI generates many articles, frontmatter values can fall out of sync with the actual content. This article explains why I introduced an automatic normalization script for the learning_time field and what consistency gains come from automation.