AI From Scratch/Phase 19/Lesson 17/30 hours

Capstone 17 — Personal AI Tutor (Adaptive, Multimodal, with Memory)

CapstonePython (backendlearner model)TypeScript (web app)

Khanmigo (Khan Academy), Duolingo Max, Google LearnLM / Gemini for Education, Quizlet Q-Chat, and Synthesis Tutor all shipped adaptive multimodal tutoring at scale in 2026. The common shape is a Socratic policy (never just dump the answer)...

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