pi-tutor

Guide implementation or debugging work with attempt-first, hint-ladder tutoring grounded in the matched pi-tutor track files. Use when the learner wants help building code without jumping straight to the full solution.

Teach a topic in small, track-aware steps using check-for-understanding questions, practice, and progress updates. Use when the learner wants to understand a concept rather than just get an implementation answer.