diff --git a/README.md b/README.md
index 7941fe1e..26ccafb4 100644
--- a/README.md
+++ b/README.md
@@ -36,7 +36,7 @@ Personal memory helps "**understand user preferences**", task memory helps agent
 
 ## 📰 Latest Updates
 
-- **[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))
+- **[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))
 - **[2025-10]** 🚀 Direct Python import support: use `from reme_ai import ReMeApp` without HTTP/MCP service
 - **[2025-10]** 🔧 Tool Memory: data-driven tool selection and parameter optimization ([Guide](docs/tool_memory/tool_memory.md))
 - **[2025-09]** 🎉 Async operations support, integrated into agentscope-runtime
diff --git a/README_zh.md b/README_zh.md
index 597cb058..501aec4e 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -35,7 +35,7 @@ Agent Memory = Long-Term Memory + Short-Term Memory
 
 ## 📰 最新进展
 
-- **[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)）
+- **[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)）
 - **[2025-10]** 🚀 直接 Python 导入：支持 `from reme_ai import ReMeApp`，无需 HTTP/MCP 服务
 - **[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)）
 - **[2025-09]** 🎉 支持异步操作，并已集成至 agentscope-runtime