diff --git a/Dockerfile b/Dockerfile
index 7b8e2c7..f09e871 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,7 @@
 # ─────────────────────────────
 # Stage 1: Base (System Dependencies)
 # ─────────────────────────────
-FROM nvidia/cuda:13.0.1-cudnn-runtime-ubuntu24.04 AS base
+FROM nvidia/cuda:13.1.1-cudnn-runtime-ubuntu24.04 AS base
 
 SHELL ["/bin/bash", "-o", "pipefail", "-c"]