2026-10-06 | Learning method refinement. For long thematic material, Kiran's active-recall loop is: read one theme, close the text, recall from memory, reopen and check gaps; after a small cluster (for example three themes), recall the cluster cumulatively rather than only the latest section. For much longer documents, cumulative retrieval should expand in intervals instead of trying to reproduce the entire document after every section. The larger principle matches his AI rule: attempt unaided retrieval first, then use the source or AI as feedback, so external support strengthens the memory trace instead of replacing recall.