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Aug 19, 2026 · Artificial Intelligence

Why AI Assistants Forget and How Emerging Memory Architectures Can Fix Them

The article reviews recent top‑conference papers on agent memory, explains why current AI assistants lose context across sessions, categorizes memory types, analyzes challenges such as relevance selection, retrieval gaps, staleness, and privacy, and evaluates five leading solutions from A‑MEM to SP‑Mem.