Making an AI tutor feel like it remembers you — the user-profile layer behind Elispeak

Making an AI tutor feel like it remembers you — the user-profile layer behind Elispeak I build Elispeak — an AI English speaking coach. Most of the interesting product work is not the voice pipeline or the scoring rubric. It's the user-profile layer that sits between a user's sessions and the next conversation Eli (the tutor persona) opens with. Without it, every session starts with the generic "What would you like to practice today?" With it, Eli opens with something like: "Last time you wanted