Use when a human wants to learn a hard topic through small adaptive steps. The AI creates one numbered HTML lesson at a time, lets the learner ask questions in the same file, patches the lesson, tests only when the learner is ready, scores the answers, updates the learner model and dependency graph, and chooses the next step by a bounded hill-climbing policy.
2026-05-31