The best tools do not ask readers to admire the model. They make an existing workflow shorter, clearer, or less fragile.
What Matters
Useful AI earns its place when it reduces repeat work, keeps context intact, and leaves a human with a better decision instead of another tab to manage.
The TFR Read
This seeded article validates the frontend route. Pipeline-generated articles should write the same kind of metadata to posts.json and the same article shell into _posts.