A field guide to learning at student-visited prefixes

On-policy distillation, explained.

Separate where training states came from, what the teacher reveals there, which local loss is formed, and what the gradient is allowed to see.

Six short chapters, one fixed two-token teaching contract, and optional marked additions that never replace the core explanation.