Medhavy pedagogy architecture — why the adaptive system works the way it does

Explanation of the pedagogical architecture underlying the Medhavy adaptive learning platform. Covers the five learning approaches, the multi-armed bandit selection mechanism, why TEXTBOOK_ONLY is a pedagogical decision and not just a safety constraint, and what content must contain to support each approach. For developers and content leads who need to understand the system before building for it or extending it.