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MemAgent is a long context processing framework that uses reinforcement learning to enable LLMs to handle arbitrarily long inputs through a dynamic memory mechanism. It achieves linear complexity and strong extrapolation, maintaining over 95% accuracy on 512K-length tasks while extending from 8K training to 3.5M contexts.
AI named MemAgent from November 2025 to March 2026.