Engine Room
11 min readJan 05, 2026
The Architecture of Persona Memory: Moving Beyond Context Windows
Why pure context stuffing fails companion intelligence, and how episodic vector retrieval creates authentic emotional continuity across months.
Why pure context stuffing fails companion intelligence, and how episodic vector retrieval creates authentic emotional continuity across months.