diff --git a/.github/workflows/github-release-dh.yml b/.github/workflows/github-release-dh.yml
index cca9689..388c053 100644
--- a/.github/workflows/github-release-dh.yml
+++ b/.github/workflows/github-release-dh.yml
@@ -2,8 +2,8 @@ name: Build & Push Docker Image (on Release)
 
 on:
   release:
-    types: [published]   # triggers when a release is published
-  workflow_dispatch:      # allows manual runs from the Actions tab
+    types: [published]
+  workflow_dispatch:
 
 permissions:
   contents: read
@@ -25,14 +25,12 @@ jobs:
       - name: Set up Docker Buildx
         uses: docker/setup-buildx-action@v3
 
-      # ---- Docker Hub login (maintainer must add secrets) ----
       - name: Log in to Docker Hub
         uses: docker/login-action@v3
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
 
-      # Extract tags and labels from the release
       - name: Docker metadata
         id: meta
         uses: docker/metadata-action@v5
@@ -44,13 +42,13 @@ jobs:
             type=semver,pattern={{version}},enable={{is_default_branch}}
             type=semver,pattern={{major}}.{{minor}},enable={{is_default_branch}}
 
-      - name: Build & Push (multi-arch)
+      - name: Build & Push
         uses: docker/build-push-action@v6
         with:
           context: .
           file: ./Dockerfile
           push: true
-          platforms: linux/amd64,linux/arm64
+          platforms: linux/amd64
           tags: ${{ steps.meta.outputs.tags }}
           labels: ${{ steps.meta.outputs.labels }}
           cache-from: type=gha
diff --git a/.github/workflows/github-release-dh_develop.yml b/.github/workflows/github-release-dh_develop.yml
new file mode 100644
index 0000000..0bb9af5
--- /dev/null
+++ b/.github/workflows/github-release-dh_develop.yml
@@ -0,0 +1,60 @@
+name: Build & Push Docker Image (Develop Branch)
+
+on:
+  push:
+    branches:
+      - develop
+  workflow_dispatch:
+    inputs:
+      branch:
+        description: 'Branch to build from'
+        required: false
+        default: 'develop'
+
+permissions:
+  contents: read
+  packages: write
+
+jobs:
+  build-and-push:
+    runs-on: ubuntu-24.04
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.event.inputs.branch || 'develop' }}
+
+      - name: Set up QEMU (multi-arch)
+        uses: docker/setup-qemu-action@v3
+
+      - name: Set up Docker Buildx
+        uses: docker/setup-buildx-action@v3
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKERHUB_USERNAME }}
+          password: ${{ secrets.DOCKERHUB_TOKEN }}
+
+      - name: Docker metadata
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: |
+            netplexflix/uldas
+          tags: |
+            type=raw,value=develop
+            type=sha,prefix=develop-
+
+      - name: Build & Push
+        uses: docker/build-push-action@v6
+        with:
+          context: .
+          file: ./Dockerfile
+          push: true
+          platforms: linux/amd64
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
+          cache-from: type=gha
+          cache-to: type=gha,mode=max
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index 67f4665..939ffca 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,12 +12,23 @@ ENV PIP_NO_CACHE_DIR=1
 
 RUN apt-get update && apt-get install -y --no-install-recommends \
     python3.11 \
+    python3.11-dev \
     python3-pip \
+    build-essential \
     ffmpeg \
     mkvtoolnix \
     tesseract-ocr \
     tesseract-ocr-eng \
     gosu \
+    # Required for PyAV
+    libavformat-dev \
+    libavcodec-dev \
+    libavdevice-dev \
+    libavutil-dev \
+    libswscale-dev \
+    libswresample-dev \
+    libavfilter-dev \
+    pkg-config \
     && apt-get clean \
     && rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/*
 
@@ -26,9 +37,20 @@ RUN update-alternatives --install /usr/bin/python python /usr/bin/python3.11 1 \
 
 WORKDIR /app
 
-# Install dependencies
+# Upgrade pip first
+RUN python -m pip install --upgrade pip setuptools wheel
+
+# Install PyTorch with CUDA support
+RUN pip install torch --index-url https://download.pytorch.org/whl/cu124
+
+# Install PyAV (required by faster-whisper)
+RUN pip install av
+
+# Install faster-whisper and remaining dependencies
 COPY requirements.txt .
-RUN pip install -r requirements.txt
+RUN pip install faster-whisper>=1.2.0 && \
+    pip install PyYAML>=6.0.2 requests>=2.32.4 packaging>=21.3 \
+    psutil>=7.0.0 langdetect>=1.0.8 pytesseract>=0.3.13 pillow>=11.3.0
 
 COPY ULDAS.py .
 RUN mkdir -p /app/config /media
@@ -41,4 +63,4 @@ ENV NVIDIA_DRIVER_CAPABILITIES=compute,utility
 ENV PUID=0
 ENV PGID=0
 
-ENTRYPOINT ["/entrypoint.sh"]
+ENTRYPOINT ["/entrypoint.sh"]
\ No newline at end of file