diff --git a/Dockerfile b/Dockerfile
index bbcfcdf..d166e32 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,8 +1,8 @@
-FROM python:3.11-slim-bookworm AS builder
+FROM python:3.11-slim-bookworm
 
 USER root
 
-# Add NVIDIA CUDA repository for cuDNN (only in builder stage)
+# Add NVIDIA CUDA repository for cuDNN
 RUN apt-get update -y && apt-get install -y wget gnupg2 ca-certificates && \
     wget https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.1-1_all.deb && \
     dpkg -i cuda-keyring_1.1-1_all.deb && \
@@ -89,82 +89,5 @@ RUN /code/.venv/bin/gunicorn --version
 # Copy application source code
 COPY --chown=troc:troc . .
 
-# ============================================
-# Runtime Stage (lightweight final image)
-# ============================================
-# This multi-stage build optimizes the final image size by:
-# 1. Builder stage: Installs NVIDIA CUDA repos, cuDNN dev libraries, and all build tools
-#    needed to compile Python dependencies (gcc, g++, development headers, etc.)
-# 2. Runtime stage: Creates a clean image with only runtime libraries (libcudnn8 without -dev)
-#    and copies the built artifacts from the builder stage
-# Result: Final image contains cuDNN support without heavy compilation tools,
-#         significantly reducing image size while maintaining GPU acceleration capabilities
-FROM python:3.11-slim-bookworm AS runtime
-
-USER root
-
-# Add NVIDIA CUDA repository for runtime cuDNN libraries only
-RUN apt-get update -y && apt-get install -y wget gnupg2 ca-certificates && \
-    wget https://developer.download.nvidia.com/compute/cuda/repos/debian11/x86_64/cuda-keyring_1.1-1_all.deb && \
-    dpkg -i cuda-keyring_1.1-1_all.deb && \
-    rm cuda-keyring_1.1-1_all.deb && \
-    apt-get update -y
-
-# Install only runtime dependencies (no -dev packages, no build tools)
-RUN apt-get install -y \
-    libpq5 postgresql-client \
-    libxml2 libxslt1.1 \
-    libcairo2 libpango-1.0-0 libpangocairo-1.0-0 libgdk-pixbuf2.0-0 libffi8 \
-    libmemcached11 libyaml-0-2 \
-    netcat-traditional libmagic1 libgeos-c1v5 libaio1 \
-    libmariadb3 locales locales-all \
-    unixodbc libsqliteodbc \
-    freetds-bin redis-tools vim-tiny libexempi8 \
-    ffmpeg libcudnn8 \
-    sudo && \
-    apt-get clean && rm -rf /var/lib/apt/lists/*
-
-# Locales setup
-RUN sed -i '/en_US.UTF-8/s/^# //g' /etc/locale.gen && \
-    for lang in en_US.UTF-8 es_ES.UTF-8 zh_CN.UTF-8 zh_TW.UTF-8 fr.UTF-8 de.UTF-8 tr.UTF-8 ja.UTF-8 ko.UTF-8 pt_BR.UTF-8 pt_PT.UTF-8; do locale-gen $lang; done && \
-    update-locale
-
-# Set environment variables for the locale
-ENV LANG=en_US.UTF-8
-ENV LANGUAGE=en_US:en
-ENV LC_ALL=en_US.UTF-8
-ENV LANG_ZH_CN=zh_CN.UTF-8
-ENV LANG_ZH_TW=zh_TW.UTF-8
-ENV LANG_KO=ko.UTF-8
-ENV LANG_JA=ja.UTF-8
-ENV LANG_TR=tr.UTF-8
-ENV LANG_ES=es_ES.UTF-8
-ENV LANG_DE=de.UTF-8
-ENV LANG_FR=fr.UTF-8
-ENV LANG_PT_BR=pt_BR.UTF-8
-ENV LANG_PT_PT=pt_PT.UTF-8
-
-# Create user 'troc'
-RUN useradd --create-home --user-group troc && \
-    mkdir -p /home/troc/.ssh && \
-    chmod -R 770 /home/troc && \
-    chown -R troc:troc /home/troc && \
-    adduser troc sudo && \
-    echo "troc ALL=(ALL) NOPASSWD: ALL" >> /etc/sudoers
-
-# Setup directories
-RUN mkdir -p /code /home/ubuntu/symbits /var/log/troc/ && \
-    chown troc:troc /code /home/ubuntu/symbits /var/log/troc/
-
-# Copy from builder stage
-COPY --from=builder --chown=troc:troc /code /code
-COPY --from=builder --chown=troc:troc /home/troc/.local /home/troc/.local
-
-USER troc
-WORKDIR /code
-
-ENV SITE_ROOT=/code
-ENV PATH="/code/.venv/bin:/home/troc/.local/bin:$PATH"
-
 # Expose port (adjust if necessary)
 EXPOSE 5000