Editor’s pick
The Apprenticeship Problem After Generated Answers
A transfer-based method for using AI without removing the perceptions and decisions an apprentice needs to develop.
Topic
Learning & Apprenticeship
What becomes of practice, imitation, productive struggle, and mentorship when answers arrive instantly.
Editorial introduction
Fast answers change what practice is for
Generated explanations can remove obstacles that once consumed hours. They can also remove the diagnostic value of struggle: the moment when a learner discovers what they cannot yet explain, reproduce, or adapt without assistance. A finished answer may improve immediate output while leaving the underlying skill uncertain.
This topic follows the parts of learning that remain difficult to automate well: apprenticeship, fading support, tacit judgment, retrieval from memory, and the ability to defend a decision after the tool is gone. The essays ask how to use assistance without confusing access to a solution with possession of the skill that produced it.
An Explanation Is Not Understanding Until It Survives Transfer
An evidence ladder and retrieval protocol for testing whether an instant AI explanation became usable understanding.