diff --git a/Dockerfile b/Dockerfile
index 66eb1ff..dc92061 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -61,4 +61,23 @@ RUN echo 'runtime-endpoint: unix:///run/containerd/containerd.sock' >> /etc/cric
 RUN echo 'image-endpoint: unix:///run/containerd/containerd.sock' >> /etc/crictl.yaml
 RUN echo 'timeout: 2' >> /etc/crictl.yaml
 
+# Install amd-smi (ROCm standalone; for AMD GPU node debugging)
+ARG ROCM_MAJOR_MINOR="7.14"
+ARG ROCM_PKG_VERSION="7.14.0-3"
+
+RUN mkdir --parents --mode=0755 /etc/apt/keyrings && \
+    wget https://repo.amd.com/rocm/packages-multi-arch/gpg/rocm.gpg -O - | \
+      gpg --dearmor | tee /etc/apt/keyrings/amdrocm.gpg > /dev/null && \
+    echo "deb [arch=amd64 signed-by=/etc/apt/keyrings/amdrocm.gpg] https://repo.amd.com/rocm/packages-multi-arch/debian13 stable main" \
+      > /etc/apt/sources.list.d/rocm.list && \
+    apt-get update -qq && \
+    apt-get install -y "amdrocm-amdsmi${ROCM_MAJOR_MINOR}=${ROCM_PKG_VERSION}" && \
+    echo "/opt/rocm/core-${ROCM_MAJOR_MINOR}/lib" > /etc/ld.so.conf.d/amd-rocm-smi.conf && \
+    ldconfig && \
+    ln -sf "/opt/rocm/core-${ROCM_MAJOR_MINOR}/bin/amd-smi" /usr/local/bin/amd-smi && \
+    rm -f /etc/apt/sources.list.d/rocm.list && \
+    apt-get clean && rm -rf /var/lib/apt/lists/* && \
+    rm /etc/apt/keyrings/amdrocm.gpg
+
+
 CMD [ "/bin/bash" ]
diff --git a/README.md b/README.md
index 98e52f3..dce33ea 100644
--- a/README.md
+++ b/README.md
@@ -79,6 +79,7 @@ Once you're in, you have access to the set of tools listed in the `Dockerfile`.
  - [`atop`](https://www.atoptool.nl/) - is an advanced interactive monitor for Linux-systems to view the load on system-level and process-level.
  - [`wget`](https://www.gnu.org/software/wget/) - for retrieving files using HTTP, HTTPS, FTP and FTPS.
  - [`crictl`](https://github.com/kubernetes-sigs/cri-tools/blob/master/docs/crictl.md) - A CLI for CRI endpoints. Configured to use `/run/containerd/containerd.sock` as a default endpoint. 
+ - [`amd-smi`](https://rocm.docs.amd.com/projects/amdsmi/en/docs-7.14.0/index.html) - AMD GPU system management CLI (ROCm 7.14 standalone `amdrocm-amdsmi`). Use on AMD GPU nodes from the container shell: (e.g. `amd-smi version`, `amd-smi list`).
 # Tips and Tricks
 
 ## chroot + systemctl