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docs(readme): update react-agent demo description
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@ -36,7 +36,7 @@ Personal memory helps "**understand user preferences**", task memory helps agent
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## 📰 Latest Updates
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- **[2025-11]** 🧠 Working Memory: react-agent with working-memory demo~ ([Guide](docs/work_memory/message_offload.md)) with ([Quick Start](docs/cookbook/working/quick_start.md)) and ([Code](cookbook/working_memory/work_memory_demo.py))
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- **[2025-11]** 🧠 React-agent with working-memory demo ([Guide](docs/work_memory/message_offload.md)) with ([Quick Start](docs/cookbook/working/quick_start.md)) and ([Code](cookbook/working_memory/work_memory_demo.py))
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- **[2025-10]** 🚀 Direct Python import support: use `from reme_ai import ReMeApp` without HTTP/MCP service
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- **[2025-10]** 🔧 Tool Memory: data-driven tool selection and parameter optimization ([Guide](docs/tool_memory/tool_memory.md))
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- **[2025-09]** 🎉 Async operations support, integrated into agentscope-runtime
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@ -35,7 +35,7 @@ Agent Memory = Long-Term Memory + Short-Term Memory
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## 📰 最新进展
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- **[2025-11]** 🧠 工作记忆:基于工作记忆的 react-agent demo([指南](docs/work_memory/message_offload.md)、[Quick Start](docs/cookbook/working/quick_start.md)、[代码](cookbook/working_memory/work_memory_demo.py))
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- **[2025-11]** 🧠 基于工作记忆的 react-agent demo([指南](docs/work_memory/message_offload.md)、[Quick Start](docs/cookbook/working/quick_start.md)、[代码](cookbook/working_memory/work_memory_demo.py))
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- **[2025-10]** 🚀 直接 Python 导入:支持 `from reme_ai import ReMeApp`,无需 HTTP/MCP 服务
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- **[2025-10]** 🔧 工具记忆:支持基于数据驱动的工具选择与参数优化([指南](docs/tool_memory/tool_memory.md))
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- **[2025-09]** 🎉 支持异步操作,并已集成至 agentscope-runtime
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