Based on experience running an AI reviewer alongside an AI writer, this article clarifies what automated checks reliably detect and where human review remains necessary.
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.
Real examples of setting up Claude Code hooks for pre-edit backups and post-edit automatic validation, with notes on how the workflow changed.
A record of setting up automatic deployment on Vercel with AI assistance, starting from manual publishing after every code change. Covers the configuration steps, errors encountered, and how they were resolved.