I keep thinking about what we get backwards. Measuring learning loss instead of loss of learning access and loss of learning resources. Fascinated by whether LLMs understand why some answers are wrong and not with whether our tests are designing unclear overlapping categories of answers that confuse test takers. Deciding kids are "addicted" to screens when we reduce the world to roads and kill our trees and parks.