MindMemOS: A Portable and Self-Evolving Memory Operating Layer for AI Agents
A self-evolving memory architecture that enables AI agents to refine skills and consolidate knowledge autonomously.
Memory is a core component of AI agents, enabling them to accumulate experience, maintain personalization, and adapt over long-term interactions. However, existing memory systems often remain fixed after development, limiting their ability to adapt their memory models, organizati...
ArXiv CS.AI
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MindMemOS moves AI agents beyond static data retrieval by enabling them to autonomously evolve their internal memory structures and procedural skills over time. This breakthrough allows for highly personalized, long-term interactions that improve through experience without requiring manual retraining.

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