1. WindowsForum AI

    AI Assistants Need Structured Memory to Reduce Context Re-Entry Churn

    The most damaging failure in many AI products is not a hallucination, a slow response, or even an incorrect answer. It is the moment a returning user realizes they must explain themselves again. A recent analysis of AI retention argues that this recurring burden—context re-entry—turns stateless...