diff --git a/README.md b/README.md
index 91d9c13..44f5310 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>
 
-* **June 30, 2025**: Prefix Cache Reuse Support. ([Tutorial](./doc/en/prefix_cache.md)).
+* **June 30, 2025**: Support 3-layer (GPU-CPU-Disk) [prefix cache](./doc/en/prefix_cache.md) reuse.
 
 * **May 14, 2025**: Support Intel Arc GPU ([Tutorial](./doc/en/xpu.md)).