diff --git a/README.md b/README.md
index c245a4ec..3c67e97b 100644
--- a/README.md
+++ b/README.md
@@ -416,7 +416,7 @@ We believe the best memory systems come from collective wisdom. Contributions we
 
 ```bibtex
 @software{ReMe2025,
-  title = {ReMe: Memory Framework for AI Agent},
+  title = {ReMe: Memory Management Framework for Agents},
   author = {Li Yu, Jiaji Deng, Zouying Cao},
   url = {https://github.com/modelscope/ReMe},
   year = {2025}
diff --git a/README_ZH.md b/README_ZH.md
index 665445ba..afdf0bbe 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -395,7 +395,7 @@ Pass@K 衡量的是在生成的 K 个样本中，至少有一个成功完成任
 
 ```bibtex
 @software{ReMe2025,
-  title = {ReMe: Memory Framework for AI Agent},
+  title = {ReMe: Memory Management Framework for Agents},
   author = {Li Yu, Jiaji Deng, Zouying Cao},
   url = {https://github.com/modelscope/ReMe},
   year = {2025}
diff --git a/pyproject.toml b/pyproject.toml
index 73aa65bd..60e25afe 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,7 +24,7 @@ classifiers = [
 keywords = ["llm", "memory", "experience", "memoryscope", "ai", "mcp", "http"]
 
 dependencies = [
-    "flowllm>=0.1.3",
+    "flowllm==0.1.3",
 ]
 
 [tool.setuptools.packages.find]