Update README.md

Author: evison

README.md

@@ -32,7 +32,7 @@ Below shows how agents utilize AIOS SDK to interact with AIOS kernel and how AIO
 ## 📰 News
 - **[2025-03-13]** 📋 Paper "Cerebrum (AIOS SDK): A Platform for Agent Development, Deployment, Distribution, and Discovery" has been accepted by NAACL 2025! Features has been integrated into [Cerebrum](https://github.com/agiresearch/Cerebrum).
 - **[2025-03-12]** 🔥 A major refactor of the codebase packed with powerful new features have been integrated into the main repo. Please check out the AIOS v0.2.2 release.
-- **[2025-03-10]** 📋 Check out our new paper of agentic memory [A-MEM: Agentic Memory for LLM Agents](https://arxiv.org/abs/2502.12110) and the [codebase](https://github.com/agiresearch/A-mem). 
+- **[2025-03-10]** 📋 Check out our paper on agentic memory [A-MEM: Agentic Memory for LLM Agents](https://arxiv.org/abs/2502.12110) and the [codebase](https://github.com/agiresearch/A-mem). 
 - **[2025-02-07]** 📋 Our paper [From Commands to Prompts: LLM-based Semantic File System for AIOS](https://arxiv.org/abs/2410.11843) has been accepted by ICLR2025! The features of this paper has been integrated into AIOS as the **Terminal UI**. 
 - **[2025-01-27]** 🔥 Deepseek-r1 (1.5b, 7b, 8b, 14b, 32b, 70b, 671b) has already been supported in AIOS, both open-sourced versions and deepseek apis (deepseek-chat and deepseek-reasoner) are available. 
 - **[2024-11-30]** 🔥 AIOS v0.2: Disentangled AIOS Kernel (this [AIOS](https://github.com/agiresearch/AIOS) repository) and AIOS SDK (The [Cerebrum](https://github.com/agiresearch/Cerebrum) repository), Remote Kernel for agent users.