diff --git a/Dockerfile b/Dockerfile
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+++ b/Dockerfile
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+syntax=docker/dockerfile:1
+
+FROM ghcr.io/linuxserver/baseimage-ubuntu:noble
+
+# set version label
+ARG BUILD_DATE
+ARG VERSION
+LABEL build_version="Linuxserver.io version:- ${VERSION} Build-date:- ${BUILD_DATE}"
+LABEL maintainer="thelamer"
+
+# environment settings
+ARG DEBIAN_FRONTEND="noninteractive"
+ENV NVIDIA_DRIVER_CAPABILITIES="compute,video,utility"
+ENV MALLOC_TRIM_THRESHOLD_=131072
+ENV ATTACHED_DEVICES_PERMS="/dev/dri /dev/dvb /dev/vchiq /dev/vc-mem /dev/video1? -type c"
+
+RUN \
+  echo "**** install dependencies *****" && \
+  apt-get update && \
+  apt-get install -y --no-install-recommends \
+    at \
+    libjemalloc2 \
+    mesa-va-drivers \
+    xmlstarlet \
+    curl && \
+  echo "**** dynamically resolve latest deb URLs *****" && \
+  BASE_REPO_URL="https://repo.jellyfin.org/files/server/ubuntu/latest-preview/amd64" && \
+  # Fetch latest server deb filename for ubu2404
+  SERVER_DEB=$(curl -sL "${BASE_REPO_URL}/" | grep -oP 'jellyfin-server_[^"]+ubu2404_amd64\.deb' | head -n 1) && \
+  # Fetch latest web UI deb filename
+  WEB_DEB=$(curl -sL "${BASE_REPO_URL}/" | grep -oP 'jellyfin-web_[^"]+all\.deb' | head -n 1) && \
+  # Fetch latest jellyfin-ffmpeg release download URL for noble amd64 via GitHub API
+  FFMPEG_URL=$(curl -sL "https://api.github.com/repos/jellyfin/jellyfin-ffmpeg/releases/latest" | grep -oP 'https://[^\"]+jellyfin-ffmpeg[^\"]+noble_amd64\.deb' | head -n 1) && \
+  echo "**** download custom jellyfin debs *****" && \
+  curl -o /tmp/jellyfin-server.deb -L "${BASE_REPO_URL}/${SERVER_DEB}" && \
+  curl -o /tmp/jellyfin-web.deb -L "${BASE_REPO_URL}/${WEB_DEB}" && \
+  curl -o /tmp/jellyfin-ffmpeg.deb -L "${FFMPEG_URL}" && \
+  echo "**** install custom jellyfin debs *****" && \
+  # Install them all at once to resolve dependencies cleanly
+  apt-get install -y \
+    /tmp/jellyfin-ffmpeg.deb \
+    /tmp/jellyfin-server.deb \
+    /tmp/jellyfin-web.deb && \
+  echo "**** cleanup ****" && \
+  rm -rf \
+    /tmp/* \
+    /var/lib/apt/lists/* \
+    /var/tmp/*
+
+# add local files
+COPY root/ /
\ No newline at end of file