Storage strategy — Redis / SQL / vector

Matching storage to memory type. Fast in-memory stores hold short-term context;
durable relational stores hold episodic traces; vector databases hold semantic
memory for similarity retrieval. Students learn a hybrid approach that uses each
store for its strength rather than forcing one tool to do everything.