Bloom’s revised taxonomy gives AI tutors a practical way to move beyond recall by generating tasks that require understanding, application, analysis, evaluation, and creation.
When AI can produce passable answers cheaply, certification must prove human capability through multiple forms of evidence, authentic performance, explanation, and transfer.
Mastery learning with generative AI should gate progression on demonstrated competence, vary time and support, and retest transfer instead of simply unlocking the next lesson.