diff --git a/lmstudio/dockerfile b/lmstudio/dockerfile
index a0ad78d..2883a67 100644
--- a/lmstudio/dockerfile
+++ b/lmstudio/dockerfile
@@ -8,7 +8,11 @@ RUN apt-get update && apt-get install -y \
     wget \
     x11vnc \
     xvfb \
-    && rm -rf /var/lib/apt/lists/*
+    net-tools \
+    git \
+    python3 \
+    python3-numpy \
+    novnc
 
 # Create the /app directory to hold the application
 WORKDIR /app
@@ -22,38 +26,48 @@ RUN wget -O lmstudio.AppImage "https://releases.lmstudio.ai/linux/0.2.18/beta/LM
     mv squashfs-root lmstudio
 
 # or adddependencies on another layer
-RUN  apt-get update &&  apt-get install -y \
-    dbus pciutils  \
+RUN apt-get update && apt-get install -y \
+    dbus pciutils \
     libglib2.0-0 \
     libnss3 \
     libgbm1 \
     libxshmfence1 \
     libgl1-mesa-glx \
     libegl1-mesa \
-    libatk1.0-0 \ 
-    libatk-bridge2.0-0 \  
-    libgtk-3-0 \ 
-    libasound2 
+    libatk1.0-0 \
+    libatk-bridge2.0-0 \
+    libgtk-3-0 \
+    libasound2 \
+    && rm -rf /var/lib/apt/lists/*
 
 # Setup a virtual display environment with XVFB
 RUN Xvfb :99 -screen 0 1024x768x16 &
 ENV DISPLAY=:99
 EXPOSE 8080
+# Expose port 5980 for noVNC
+EXPOSE 5980
 
 RUN ln -s /app/lmstudio/lm-studio /lm-studio
 
 #? RUN chmod +x /app/lmstudio/AppRun
 # Create a startup script to run Xvfb and your application
+# Create a startup script
 RUN echo '#!/bin/bash\n\
 Xvfb :99 -screen 0 1024x768x16 &\n\
 export DISPLAY=:99\n\
-# Your application start command goes here\n\
+# Start X11VNC\n\
+x11vnc -display :99 -nopw -listen localhost -xkb -forever &\n\
+# Start noVNC\n\
+/opt/noVNC/utils/launch.sh --vnc localhost:5900 --listen 5980\n\
+# Start the application\n\
 exec /app/lmstudio/AppRun --no-sandbox\n\
 ' > /start-app.sh && chmod +x /start-app.sh
+
 CMD ["/start-app.sh"]
 
 #> apt-get update && apt-get install -y git x11vnc
 #> git clone https://github.com/novnc/noVNC.git /opt/noVNC
+#? x11vnc -display :99 -nopw -listen localhost -xkb -forever &
 
 
 
@@ -67,6 +81,7 @@ CMD ["/start-app.sh"]
 #   run: docker run (-dit) -p 8980:8080 llmstudio
 #  docker build -t llmstudio . &&  docker run -it -p 8980:8080 llmstudio
 
+# cd /mnt/storage/DEV/workspace/repos/git.d-popov.com/ai-kevin/lmstudio/
 # docker run --runtime=nvidia -e NVIDIA_VISIBLE_DEVICES=all -it llmstudio
 # docker build -t llmstudio . &&  docker run -dit -p 8980:8080 --volume /var/run/dbus:/var/run/dbus llmstudio
 # docker build -t llmstudio . &&  docker run -it -p 8980:8080 --volume /var/run/dbus:/var/run/dbus --runtime=nvidia -e NVIDIA_VISIBLE_DEVICES=all --security-opt apparmor=unconfined llmstudio