diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index e7860b47..694f430e 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -1,6 +1,6 @@
 # Use Nvidia Ubuntu 22 base (includes CUDA if a supported GPU is present)
 # https://hub.docker.com/r/nvidia/cuda
-FROM nvidia/cuda:13.0.2-devel-ubuntu22.04@sha256:1c517d4fb96528c8999e14e6e6b16d7e2ff9ae8d194fd788d60fdc88e693e982
+FROM nvidia/cuda:13.1.1-devel-ubuntu22.04@sha256:c0c14a84e9cb04c354c7046faec0db4d165abdd7e7fe2a98f08e449121e5742e
 
 ARG PYTHON_VERSION