Stateless sessions fracture context and frustrate users, while storing full transcripts is costly, slow, and risky. This guide shows writers how to design a lightweight, schema-first user-profile layer that lets AI agents preserve session-to-session continuity without transcript bloat, using bounded fields, diff-only updates, minimal slices to openers, and strict privacy guardrails to boost retention and efficiency.