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O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents

📝 Summary:
O-Mem, an active user profiling framework, improves LLM agent consistency and personalization. It updates user profiles and outperforms prior SOTA on LoCoMo and PERSONAMEM benchmarks, also boosting response efficiency.

🔹 Publication Date: Published on Nov 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.13593
• PDF: https://arxiv.org/pdf/2511.13593

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#LLMAgents #Personalization #AIMemory #GenerativeAI #UserProfiling