Long-Term Memory

Long-term memory gives agents continuity. Facts learned in session 1 should be retrievable in session 100. Implementation options range from simple key-value stores (user preferences) through vector databases (semantic recall) to structured stores (task history). The engineering challenge is deciding what to remember, how to retrieve it relevantly, and when to forget.