diff --git a/README.md b/README.md
index 3d30e35..4f630f3 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Our vision for KTransformers is to serve as a flexible platform for experimentin
 
 <h2 id="Updates">🔥 Updates</h2>
 
-* **July 11, 2025**: Support Kimi-K2. [Usage](./doc/en/Kimi-K2.md)
+* **July 11, 2025**: Support Kimi-K2. ([Tutorial](./doc/en/Kimi-K2.md))
 
 * **June 30, 2025**: Support 3-layer (GPU-CPU-Disk) [prefix cache](./doc/en/prefix_cache.md) reuse.