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Microsoft MARK: Memory-Augmented LLMs Without Retraining

Microsoft’s MARK: Memory-Augmented LLMs Microsoft introduces MARK (Memory-Augmented Refinement of Knowledge), a new framework that lets LLMs evolve with domain knowledge without retraining. Inspired by Society of Mind, MARK uses specialized memory agents: Residual

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