diff --git a/.gitea/workflows/build.yaml b/.gitea/workflows/build.yaml
index 2d1e576..97bc38c 100644
--- a/.gitea/workflows/build.yaml
+++ b/.gitea/workflows/build.yaml
@@ -25,4 +25,12 @@ jobs:
           file: ${{ gitea.workspace }}/infrastructure/graduated/fedora/arch.containerfile
           push: true
           tags: "gitea.reeseapps.com/services/arch-toolbox:latest,gitea.reeseapps.com/services/arch-toolbox:${{gitea.sha}}"
+          no-cache: true
+      - name: Build and push AMD GPU Docker image
+        uses: https://github.com/docker/build-push-action@v5
+        with:
+          context: ${{ gitea.workspace }}/infrastructure/graduated/fedora
+          file: ${{ gitea.workspace }}/infrastructure/graduated/fedora/arch-amdgpu.containerfile
+          push: true
+          tags: "gitea.reeseapps.com/services/arch-toolbox-amdgpu:latest,gitea.reeseapps.com/services/arch-toolbox-amdgpu:${{gitea.sha}}"
           no-cache: true
\ No newline at end of file
diff --git a/infrastructure/graduated/fedora/arch-amdgpu.containerfile b/infrastructure/graduated/fedora/arch-amdgpu.containerfile
new file mode 100644
index 0000000..17403f4
--- /dev/null
+++ b/infrastructure/graduated/fedora/arch-amdgpu.containerfile
@@ -0,0 +1,14 @@
+FROM gitea.reeseapps.com/services/arch-toolbox:latest
+
+# Install ROCM Drivers
+RUN pacman -S --noconfirm rocm-hip-sdk rocm-opencl-sdk
+
+# Install Ollama, an AI language model application.
+RUN curl -L https://ollama.com/download/ollama-linux-amd64.tgz -o ollama-linux-amd64.tgz && \
+    tar -C /usr -xzf ollama-linux-amd64.tgz && \
+    rm ollama-linux-amd64.tgz
+
+# Install Ollama AMD drivers
+RUN curl -L https://ollama.com/download/ollama-linux-amd64-rocm.tgz -o ollama-linux-amd64-rocm.tgz && \
+    tar -C /usr -xzf ollama-linux-amd64-rocm.tgz && \
+    rm ollama-linux-amd64-rocm.tgz
diff --git a/infrastructure/graduated/fedora/arch-build.sh b/infrastructure/graduated/fedora/arch-build.sh
index 28e1992..683f4f7 100755
--- a/infrastructure/graduated/fedora/arch-build.sh
+++ b/infrastructure/graduated/fedora/arch-build.sh
@@ -3,13 +3,14 @@
 # Build latest image
 podman pull quay.io/toolbx/arch-toolbox:latest
 podman build \
-  -t gitea.reeseapps.com/services/arch-toolbox:debug \
+  -t gitea.reeseapps.com/services/arch-toolbox:latest \
   -f ./infrastructure/graduated/fedora/arch.containerfile
-# Stop the current arch toolbox
-podman container stop arch-toolbox-latest
-podman container stop arch-toolbox-debug
-# Remove the old container
-podman container rm arch-toolbox-latest
-podman container rm arch-toolbox-debug
-# Start with the new image
-toolbox create -i gitea.reeseapps.com/services/arch-toolbox:debug
+
+podman build \
+  -t gitea.reeseapps.com/services/arch-toolbox-amdgpu:latest \
+  -f ./infrastructure/graduated/fedora/arch-amdgpu.containerfile
+
+echo "podman container stop arch-toolbox-latest"
+echo "podman container rm arch-toolbox-latest"
+echo "toolbox create -i gitea.reeseapps.com/services/arch-toolbox-amdgpu:latest"
+echo "toolbox create -i gitea.reeseapps.com/services/arch-toobolx"
\ No newline at end of file
diff --git a/infrastructure/graduated/fedora/arch.containerfile b/infrastructure/graduated/fedora/arch.containerfile
index be732d3..08c804a 100644
--- a/infrastructure/graduated/fedora/arch.containerfile
+++ b/infrastructure/graduated/fedora/arch.containerfile
@@ -16,7 +16,7 @@ EOF
 # Set the architecture for Pacman manually to x86_64 since automatic detection might not work properly.
 RUN sed -i 's/^Architecture = auto/Architecture = x86_64/' /etc/pacman.conf
 
-# Sync repository databases and perform an upgrade of all installed packages without asking for confirmation.
+# Sync repository databases.
 RUN pacman -Sy --noconfirm
 
 # Install a variety of commonly used tools and utilities using Pacman.
@@ -84,7 +84,9 @@ RUN pacman -S --noconfirm \
   # Visual Studio Code editor
   code \
   # Python static type checker and code formatter.
-  ruff
+  ruff \
+  # Generate strong passwords.
+  pwgen
 
 ########################
 #####  Extra Apps  #####
@@ -93,11 +95,6 @@ RUN pacman -S --noconfirm \
 # Install UV, a tool for managing Python environments.
 RUN curl -LsSf https://astral.sh/uv/install.sh | sh
 
-# Install Ollama, an AI language model application.
-RUN curl -L https://ollama.com/download/ollama-linux-amd64.tgz -o ollama-linux-amd64.tgz && \
-    tar -C /usr -xzf ollama-linux-amd64.tgz && \
-    rm ollama-linux-amd64.tgz
-
 # Install AWS CLI version 2.
 RUN curl "https://awscli.amazonaws.com/awscli-exe-linux-x86_64.zip" -o "awscliv2.zip" && \
     unzip -qq awscliv2.zip && \
diff --git a/infrastructure/graduated/fedora/fedora-kinoite.md b/infrastructure/graduated/fedora/fedora-kinoite.md
index 341a934..348fe99 100644
--- a/infrastructure/graduated/fedora/fedora-kinoite.md
+++ b/infrastructure/graduated/fedora/fedora-kinoite.md
@@ -283,6 +283,36 @@ Play games.
 flatpak install com.valvesoftware.Steam
 ```
 
+### MangoHud
+
+<https://github.com/flightlessmango/MangoHud?tab=readme-ov-file#flatpak>
+
+Pretty Numbers for your Games.
+
+```bash
+flatpak install org.freedesktop.Platform.VulkanLayer.MangoHud
+flatpak override --user --env=MANGOHUD=1 com.valvesoftware.Steam
+
+# Allow flatpak apps to read Mangohud config
+flatpak override --user --filesystem=xdg-config/MangoHud:ro
+```
+
+Edit `~/.config/MangoHud/MangoHud.conf`
+
+```conf
+### pre defined presets
+# -1 = default
+#  0 = no display
+#  1 = fps only
+#  2 = horizontal view
+#  3 = extended
+#  4 = high detailed information
+preset=2
+
+### Enable most of the toggleable parameters (currently excludes `histogram`)
+# full
+```
+
 ### Raspberry Pi Imager
 
 Flash your pi.
@@ -410,14 +440,6 @@ Bittorent Client.
 flatpak install com.transmissionbt.Transmission
 ```
 
-### AdwSteamGtk
-
-Make Steam look like a KDE App... you know you want to.
-
-```bash
-flatpak install io.github.Foldex.AdwSteamGtk
-```
-
 ### Frog
 
 Extract text, scan QR codes, from images.
diff --git a/infrastructure/graduated/fedora/zshrc b/infrastructure/graduated/fedora/zshrc
index f7d9c84..23f111d 100644
--- a/infrastructure/graduated/fedora/zshrc
+++ b/infrastructure/graduated/fedora/zshrc
@@ -18,7 +18,7 @@ source /usr/share/doc/pkgfile/command-not-found.zsh
 ### Custom Commands and Aliases ###
 
 # Local bin PATH
-export PATH="$HOME/.local/bin:$PATH"
+export PATH="$HOME/.local/bin:$HOME/.local/scripts:$PATH"
 
 # Fix for Ansible
 export LC_ALL="C.UTF-8"