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StateMem improves current-state accuracy by up to 1.8x, revealing that existing memory systems are ill-equipped to handle evolving contexts in LLM interactions.
Organized memory can halve retrieval costs, but without a strong management agent, LLMs struggle to maintain effective organization and answer quality.
