diff --git a/.org/openstack/readme.org b/.org/openstack/readme.org
index 2d55c757..3401cc49 100644
--- a/.org/openstack/readme.org
+++ b/.org/openstack/readme.org
@@ -950,21 +950,9 @@ You'll want to keep the master node security patched as it will have a publicly
 :CUSTOM_ID: h-7062BF9B
 :END:
 
-In order to build a GPU enabled cluster, [[https://www.zonca.dev/posts/2023-01-23-kubernetes-gpu-jetstream2][refer to Andrea's documentation]]. ~jupyterhub.sh~ takes ~-g~ flag to help facilate this option.
+In order to build a GPU enabled cluster, [[https://www.zonca.dev/posts/2024-02-09-kubernetes-gpu-jetstream2][refer to Andrea's documentation]].
 
-There is an image you will need to pull:
-
-#+begin_src sh :eval no
-  docker pull unidata/science-gateway-gpu
-#+end_src
-
-or build with:
-
-#+begin_src sh :eval no
-  docker build -t unidata/science-gateway-gpu -f Dockerfile.gpu .
-#+end_src
-
-Pay special attention to the ~cluster.tfvars~ to select VMs that have GPU hardware.
+Also, pay special attention to the ~cluster.tfvars~ to select VMs that have GPU hardware.
 
 * Appendix
   :PROPERTIES:
diff --git a/openstack/jupyterhub.sh b/openstack/jupyterhub.sh
index 73b39972..6abfcb0c 100755
--- a/openstack/jupyterhub.sh
+++ b/openstack/jupyterhub.sh
@@ -14,7 +14,6 @@ function usage()
   echo -e "\t-n, --name JupyterHub name"
   echo -e "\t-p, --ip JupyterHub IP"
   echo -e "\t-o, --openrc openrc.sh path"
-  echo -e "\t-g, --gpu"
   exit 1
 }
 
@@ -34,10 +33,6 @@ do
             OPENRC="$2"
             shift # past argument
             ;;
-        -g|--gpu)
-            GPU="$1"
-            shift # past argument
-            ;;
         -h|--help)
             usage
             exit
@@ -80,5 +75,4 @@ fi
     -i ${dir}/jhubs/${JUPYTERHUB}/${JUPYTERHUB} \
     -p ${IP} \
     -m ${dir}/jhubs/${JUPYTERHUB}/helm \
-    -c ${dir}/jhubs/${JUPYTERHUB}/secrets.yaml \
-    $GPU
+    -c ${dir}/jhubs/${JUPYTERHUB}/secrets.yaml
diff --git a/openstack/readme.md b/openstack/readme.md
index bbc6e989..8569286d 100644
--- a/openstack/readme.md
+++ b/openstack/readme.md
@@ -929,21 +929,9 @@ reboot -h now
 
 ### GPU Enabled Clusters
 
-In order to build a GPU enabled cluster, [refer to Andrea's documentation](https://www.zonca.dev/posts/2023-01-23-kubernetes-gpu-jetstream2). `jupyterhub.sh` takes `-g` flag to help facilate this option.
+In order to build a GPU enabled cluster, [refer to Andrea's documentation](https://www.zonca.dev/posts/2024-02-09-kubernetes-gpu-jetstream2).
 
-There is an image you will need to pull:
-
-```sh
-docker pull unidata/science-gateway-gpu
-```
-
-or build with:
-
-```sh
-docker build -t unidata/science-gateway-gpu -f Dockerfile.gpu .
-```
-
-Pay special attention to the `cluster.tfvars` to select VMs that have GPU hardware.
+Also, pay special attention to the `cluster.tfvars` to select VMs that have GPU hardware.
 
 
 <a id="h-78283D4A"></a>
diff --git a/openstack/z2j.sh b/openstack/z2j.sh
index 057167d7..d6ad24ec 100755
--- a/openstack/z2j.sh
+++ b/openstack/z2j.sh
@@ -15,7 +15,6 @@ function usage()
   echo -e "\t-p, --ip cluster ip"
   echo -e "\t-m, --helm full path to helm directory"
   echo -e "\t-c, --secrets.yaml full path"
-  echo -e "\t-g, --gpu"
   exit 1
 }
 
@@ -59,10 +58,6 @@ do
             SECRETS="$2"
             shift # past argument
             ;;
-        -g|--gpu)
-            GPU="$1"
-            shift # past argument
-            ;;
         -h|--help)
             usage
             exit
@@ -135,13 +130,6 @@ if [ -z "$SECRETS" ];
       exit 1
 fi
 
-if [ -z "$GPU" ];
-   then
-     IMAGE="unidata/science-gateway"
-   else
-     IMAGE="unidata/science-gateway-gpu"
-fi
-
 mkdir -p $KUBE
 mkdir -p $NOVACLIENT
 mkdir -p $TERRAFORM
@@ -161,4 +149,4 @@ docker run -it  --name  ${INVENTORY} \
        -v ${SECRETS}:/home/openstack/jupyterhub-deploy-kubernetes-jetstream/secrets.yaml \
        -e CLUSTER=${INVENTORY} \
        -e IP=${IP} \
-       ${IMAGE} /bin/bash
+       unidata/science-gateway /bin/bash