The denominator changes the story
A percentage describes a relationship with a group that needs to be named.
Explore how AI tools produce results, where they can help, and why review remains part of the work.
Enter the reading roomAn independent journal about practical, bounded AI use. We explore clear requests, useful examples, and the checks that help a generated result become working material.
About this placeChoose a purpose whose result can be understood and reviewed.
Fluent output should not substitute for a check of the underlying claim.
Understand which decisions remain with the people using and designing the tool.

A person can only provide useful oversight when the review task is clear.
Choose a low-stakes task and write what a useful output must contain. Name one check you can perform independently of the tool.