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* *<mark>[new]</mark>* 🔥🔥 **[2025-07-08]**: **🏆 New Config Parameter**
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* New parameter configuration: **similarity_threshold**. For configuration file, see 📖 [Documentation](https://bai-lab.github.io/MemoryOS/docs) page.
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* *<mark>[new]</mark>* 🔥🔥 **[2025-07-07]**: **🚀5 Times Faster**
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* The MemoryOS (PIPY) implementation has been upgraded: **5 times faster** (reduction in latency) through parallelization optimizations.
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* The MemoryOS (PYPI) implementation has been upgraded: **5 times faster** (reduction in latency) through parallelization optimizations.
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* *<mark>[new]</mark>* 🔥🔥 **[2025-07-07]**: **✨R1 models Support Now**
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* MemoryOS supports configuring and using inference models such as **Deepseek-r1 and Qwen3..**
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* *<mark>[new]</mark>* 🔥🔥 **[2025-07-07]**: **✨MemoryOS Playground Launched**
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### Prerequisites
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* Python >= 3.10
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* conda create -n MemoryOS python=3.10
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* conda activate MemoryOS
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### Installation
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```bash
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conda create -n MemoryOS python=3.10
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conda activate MemoryOS
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pip install memoryos-pro
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or
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git clone https://github.com/BAI-LAB/MemoryOS.git
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cd MemoryOS/memoryos-pypi
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pip install -r requirements.txt
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```
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### Basic Usage

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