diff --git a/build/build_images.sh b/build/build_images.sh
index e32908c..6da1b7e 100755
--- a/build/build_images.sh
+++ b/build/build_images.sh
@@ -12,7 +12,10 @@ Options:
   --master-offline  Build master offline image (requires src/master/offline_wheels.tar.gz)
   --metric          Build metric module images (ftp, prometheus, grafana, test nodes)
   --no-cache        Build all images without using Docker layer cache
-  --only LIST       Comma-separated targets to build: core,master,metric,web,alert,sys,all
+  --only LIST       Comma-separated targets to build: core,master,metric,web,alert,sys,gpu_bundle,all
+  --version DATE    Bundle date tag used by gpu_bundle (e.g. 20251112)
+  --client-semver X.Y.Z  Override client semver used in all-in-one-full artifact (optional)
+  --cuda VER        CUDA runtime version for NVIDIA base (default: 12.2.2)
   -h, --help        Show this help message
 
 Examples:
@@ -32,8 +35,13 @@ build_metric=true
 build_web=true
 build_alert=true
 build_sys=true
+build_gpu_bundle=false
 no_cache=false
 
+bundle_date=""
+client_semver=""
+cuda_ver="12.2.2"
+
 while [[ $# -gt 0 ]]; do
   case $1 in
     --intranet)
@@ -63,7 +71,7 @@ while [[ $# -gt 0 ]]; do
       fi
       sel="$2"; shift 2
       # reset all, then enable selected
-      build_core=false; build_master=false; build_metric=false; build_web=false; build_alert=false; build_sys=false
+      build_core=false; build_master=false; build_metric=false; build_web=false; build_alert=false; build_sys=false; build_gpu_bundle=false
       IFS=',' read -ra parts <<< "$sel"
       for p in "${parts[@]}"; do
         case "$p" in
@@ -73,11 +81,24 @@ while [[ $# -gt 0 ]]; do
           web) build_web=true ;;
           alert) build_alert=true ;;
           sys) build_sys=true ;;
+          gpu_bundle) build_gpu_bundle=true ;;
           all) build_core=true; build_master=true; build_metric=true; build_web=true; build_alert=true; build_sys=true ;;
           *) echo "Unknown --only target: $p" >&2; exit 1 ;;
         esac
       done
       ;;
+    --version)
+      if [[ -z ${2:-} ]]; then echo "--version requires a value like 20251112" >&2; exit 1; fi
+      bundle_date="$2"; shift 2
+      ;;
+    --client-semver)
+      if [[ -z ${2:-} ]]; then echo "--client-semver requires a value like 1.43.0" >&2; exit 1; fi
+      client_semver="$2"; shift 2
+      ;;
+    --cuda)
+      if [[ -z ${2:-} ]]; then echo "--cuda requires a value like 12.2.2" >&2; exit 1; fi
+      cuda_ver="$2"; shift 2
+      ;;
     -h|--help)
       show_help
       exit 0
@@ -203,6 +224,176 @@ pull_base_image() {
 images_built=()
 build_failed=false
 
+build_gpu_bundle_image() {
+  local date_tag="$1"      # e.g. 20251112
+  local cuda_ver_local="$2" # e.g. 12.2.2
+  local client_ver="$3"     # semver like 1.43.0
+
+  if [[ -z "$date_tag" ]]; then
+    echo "❌ gpu_bundle requires --version YYMMDD (e.g. 20251112)" >&2
+    return 1
+  fi
+
+  # sanitize cuda version (trim trailing dots like '12.2.')
+  while [[ "$cuda_ver_local" == *"." ]]; do cuda_ver_local="${cuda_ver_local%.}"; done
+
+  # Resolve effective CUDA base tag
+  local resolve_cuda_base_tag
+  resolve_cuda_base_tag() {
+    local want="$1" # can be 12, 12.2 or 12.2.2
+    local major minor patch
+    if [[ "$want" =~ ^([0-9]+)\.([0-9]+)\.([0-9]+)$ ]]; then
+      major="${BASH_REMATCH[1]}"; minor="${BASH_REMATCH[2]}"; patch="${BASH_REMATCH[3]}"
+      echo "nvidia/cuda:${major}.${minor}.${patch}-runtime-ubuntu22.04"; return 0
+    elif [[ "$want" =~ ^([0-9]+)\.([0-9]+)$ ]]; then
+      major="${BASH_REMATCH[1]}"; minor="${BASH_REMATCH[2]}"
+      # try to find best local patch for major.minor
+      local best
+      best=$(docker images --format '{{.Repository}}:{{.Tag}}' nvidia/cuda 2>/dev/null | \
+             grep -E "^nvidia/cuda:${major}\.${minor}\\.[0-9]+-runtime-ubuntu22\.04$" | \
+             sed -E 's#^nvidia/cuda:([0-9]+\.[0-9]+\.)([0-9]+)-runtime-ubuntu22\.04$#\1\2#g' | \
+             sort -V | tail -n1 || true)
+      if [[ -n "$best" ]]; then
+        echo "nvidia/cuda:${best}-runtime-ubuntu22.04"; return 0
+      fi
+      # fallback patch if none local
+      echo "nvidia/cuda:${major}.${minor}.2-runtime-ubuntu22.04"; return 0
+    elif [[ "$want" =~ ^([0-9]+)$ ]]; then
+      major="${BASH_REMATCH[1]}"
+      # try to find best local for this major
+      local best
+      best=$(docker images --format '{{.Repository}}:{{.Tag}}' nvidia/cuda 2>/dev/null | \
+             grep -E "^nvidia/cuda:${major}\\.[0-9]+\\.[0-9]+-runtime-ubuntu22\.04$" | \
+             sed -E 's#^nvidia/cuda:([0-9]+\.[0-9]+\.[0-9]+)-runtime-ubuntu22\.04$#\1#g' | \
+             sort -V | tail -n1 || true)
+      if [[ -n "$best" ]]; then
+        echo "nvidia/cuda:${best}-runtime-ubuntu22.04"; return 0
+      fi
+      echo "nvidia/cuda:${major}.2.2-runtime-ubuntu22.04"; return 0
+    else
+      # invalid format, fallback to default
+      echo "nvidia/cuda:12.2.2-runtime-ubuntu22.04"; return 0
+    fi
+  }
+
+  local base_image
+  base_image=$(resolve_cuda_base_tag "$cuda_ver_local")
+
+  echo
+  echo "🔧 Preparing one-click GPU bundle build"
+  echo "   CUDA runtime base: ${base_image}"
+  echo "   Bundle tag       : ${date_tag}"
+
+  # 1) Ensure NVIDIA base image (skip pull if local)
+  if ! pull_base_image "$base_image"; then
+    # try once more with default if resolution failed
+    if ! pull_base_image "nvidia/cuda:12.2.2-runtime-ubuntu22.04"; then
+      return 1
+    else
+      base_image="nvidia/cuda:12.2.2-runtime-ubuntu22.04"
+    fi
+  fi
+
+  # 2) Build latest argus-agent from source
+  echo "\n🛠  Building argus-agent from src/agent"
+  pushd "$root/src/agent" >/dev/null
+  if ! bash scripts/build_binary.sh; then
+    echo "❌ argus-agent build failed" >&2
+    popd >/dev/null
+    return 1
+  fi
+  if [[ ! -f "dist/argus-agent" ]]; then
+    echo "❌ argus-agent binary missing after build" >&2
+    popd >/dev/null
+    return 1
+  fi
+  popd >/dev/null
+
+  # 3) Inject agent into all-in-one-full plugin and package artifact
+  local aio_root="$root/src/metric/client-plugins/all-in-one-full"
+  local agent_bin_src="$root/src/agent/dist/argus-agent"
+  local agent_bin_dst="$aio_root/plugins/argus-agent/bin/argus-agent"
+  echo "\n📦 Updating all-in-one-full agent binary → $agent_bin_dst"
+  cp -f "$agent_bin_src" "$agent_bin_dst"
+  chmod +x "$agent_bin_dst" || true
+
+  pushd "$aio_root" >/dev/null
+  local prev_version
+  prev_version="$(cat config/VERSION 2>/dev/null || echo "1.0.0")"
+  local use_version="$prev_version"
+  if [[ -n "$client_semver" ]]; then
+    echo "${client_semver}" > config/VERSION
+    use_version="$client_semver"
+  fi
+  echo "   Packaging all-in-one-full artifact version: $use_version"
+  if ! bash scripts/package_artifact.sh --force; then
+    echo "❌ package_artifact.sh failed" >&2
+    # restore VERSION if changed
+    if [[ -n "$client_semver" ]]; then echo "$prev_version" > config/VERSION; fi
+    popd >/dev/null
+    return 1
+  fi
+
+  local artifact_dir="$aio_root/artifact/$use_version"
+  local artifact_tar
+  artifact_tar="$(ls -1 "$artifact_dir"/argus-metric_*.tar.gz 2>/dev/null | head -n1 || true)"
+  if [[ -z "$artifact_tar" ]]; then
+    echo "   No argus-metric_*.tar.gz found; invoking publish_artifact.sh to assemble..."
+    local owner="$(id -u):$(id -g)"
+    if ! bash scripts/publish_artifact.sh "$use_version" --output-dir "$artifact_dir" --owner "$owner"; then
+      echo "❌ publish_artifact.sh failed" >&2
+      if [[ -n "$client_semver" ]]; then echo "$prev_version" > config/VERSION; fi
+      popd >/dev/null
+      return 1
+    fi
+    artifact_tar="$(ls -1 "$artifact_dir"/argus-metric_*.tar.gz 2>/dev/null | head -n1 || true)"
+  fi
+  if [[ -z "$artifact_tar" ]]; then
+    echo "❌ artifact tar not found under $artifact_dir" >&2
+    if [[ -n "$client_semver" ]]; then echo "$prev_version" > config/VERSION; fi
+    popd >/dev/null
+    return 1
+  fi
+  # restore VERSION if changed (keep filesystem clean)
+  if [[ -n "$client_semver" ]]; then echo "$prev_version" > config/VERSION; fi
+  popd >/dev/null
+
+  # 4) Stage docker build context
+  local bundle_ctx="$root/src/bundle/gpu-node-bundle/.build-$date_tag"
+  echo "\n🧰 Staging docker build context: $bundle_ctx"
+  rm -rf "$bundle_ctx"
+  mkdir -p "$bundle_ctx/bundle" "$bundle_ctx/private"
+  cp "$root/src/bundle/gpu-node-bundle/Dockerfile" "$bundle_ctx/"
+  cp "$root/src/bundle/gpu-node-bundle/node-bootstrap.sh" "$bundle_ctx/"
+  # bundle tar
+  cp "$artifact_tar" "$bundle_ctx/bundle/"
+  # offline fluent-bit assets (optional but useful)
+  if [[ -d "$root/src/log/fluent-bit/build/etc" ]]; then
+    cp -r "$root/src/log/fluent-bit/build/etc" "$bundle_ctx/private/"
+  fi
+  if [[ -d "$root/src/log/fluent-bit/build/packages" ]]; then
+    cp -r "$root/src/log/fluent-bit/build/packages" "$bundle_ctx/private/"
+  fi
+  if [[ -f "$root/src/log/fluent-bit/build/start-fluent-bit.sh" ]]; then
+    cp "$root/src/log/fluent-bit/build/start-fluent-bit.sh" "$bundle_ctx/private/"
+  fi
+
+  # 5) Build the final bundle image (directly from NVIDIA base)
+  local image_tag="argus-sys-metric-test-node-bundle-gpu:${date_tag}"
+  echo "\n🔄 Building GPU Bundle image"
+  if build_image "GPU Bundle" "$bundle_ctx/Dockerfile" "$image_tag" "$bundle_ctx" \
+      --build-arg CUDA_VER="$(echo "$base_image" | sed -E 's#^nvidia/cuda:([0-9]+\.[0-9]+\.[0-9]+)-runtime-ubuntu22\.04$#\1#')" \
+      --build-arg CLIENT_VER="$use_version" \
+      --build-arg BUNDLE_DATE="$date_tag"; then
+    images_built+=("$image_tag")
+    # also tag latest for convenience
+    docker tag "$image_tag" argus-sys-metric-test-node-bundle-gpu:latest >/dev/null 2>&1 || true
+    return 0
+  else
+    return 1
+  fi
+}
+
 if [[ "$build_core" == true ]]; then
   if build_image "Elasticsearch" "src/log/elasticsearch/build/Dockerfile" "argus-elasticsearch:latest"; then
     images_built+=("argus-elasticsearch:latest")
@@ -376,6 +567,18 @@ if [[ "$build_web" == true || "$build_alert" == true ]]; then
   fi
 fi
 
+# =======================================
+# One-click GPU bundle (direct NVIDIA base)
+# =======================================
+
+if [[ "$build_gpu_bundle" == true ]]; then
+  echo ""
+  echo "Building one-click GPU bundle image..."
+  if ! build_gpu_bundle_image "$bundle_date" "$cuda_ver" "$client_semver"; then
+    build_failed=true
+  fi
+fi
+
 echo "======================================="
 echo "📦 Build Summary"
 echo "======================================="
diff --git a/src/agent/.gitignore b/src/agent/.gitignore
index 60fe090..d10b76a 100644
--- a/src/agent/.gitignore
+++ b/src/agent/.gitignore
@@ -3,3 +3,4 @@ build/
 __pycache__/
 
 .env
+dist/
diff --git a/src/agent/dist/argus-agent b/src/agent/dist/argus-agent
deleted file mode 100755
index 9e71eb1..0000000
Binary files a/src/agent/dist/argus-agent and /dev/null differ
diff --git a/src/bundle/gpu-node-bundle/.gitignore b/src/bundle/gpu-node-bundle/.gitignore
new file mode 100644
index 0000000..759168e
--- /dev/null
+++ b/src/bundle/gpu-node-bundle/.gitignore
@@ -0,0 +1 @@
+.build*/
diff --git a/src/bundle/gpu-node-bundle/Dockerfile b/src/bundle/gpu-node-bundle/Dockerfile
new file mode 100644
index 0000000..006a7c9
--- /dev/null
+++ b/src/bundle/gpu-node-bundle/Dockerfile
@@ -0,0 +1,43 @@
+ARG CUDA_VER=12.2.2
+FROM nvidia/cuda:${CUDA_VER}-runtime-ubuntu22.04
+
+ARG CLIENT_VER=0.0.0
+ARG BUNDLE_DATE=00000000
+
+LABEL org.opencontainers.image.title="argus-sys-metric-test-node-bundle-gpu" \
+      org.opencontainers.image.description="GPU node bundle with embedded Argus client artifact" \
+      org.opencontainers.image.version="${CLIENT_VER}" \
+      org.opencontainers.image.revision_date="${BUNDLE_DATE}" \
+      maintainer="Argus"
+
+ENV DEBIAN_FRONTEND=noninteractive \
+    TZ=Asia/Shanghai \
+    ARGUS_LOGS_WORLD_WRITABLE=1 \
+    ES_HOST=es.log.argus.com \
+    ES_PORT=9200 \
+    CLUSTER=local \
+    RACK=dev
+
+RUN set -eux; \
+    apt-get update; \
+    apt-get install -y --no-install-recommends \
+      ca-certificates curl wget iproute2 iputils-ping net-tools jq tzdata cron procps vim less \
+      tar gzip; \
+    rm -rf /var/lib/apt/lists/*; \
+    ln -snf /usr/share/zoneinfo/$TZ /etc/localtime && echo $TZ > /etc/timezone
+
+WORKDIR /
+
+# Expect staged build context to provide these directories/files
+COPY bundle/ /bundle/
+COPY node-bootstrap.sh /usr/local/bin/node-bootstrap.sh
+COPY private/start-fluent-bit.sh /private/start-fluent-bit.sh
+COPY private/etc /private/etc
+COPY private/packages /private/packages
+
+RUN chmod +x /usr/local/bin/node-bootstrap.sh /private/start-fluent-bit.sh || true; \
+    mkdir -p /logs/train /logs/infer /buffers /opt/argus-metric; \
+    chmod 1777 /logs/train /logs/infer || true; \
+    chmod 770 /buffers || true
+
+ENTRYPOINT ["/usr/local/bin/node-bootstrap.sh"]
diff --git a/src/bundle/gpu-node-bundle/node-bootstrap.sh b/src/bundle/gpu-node-bundle/node-bootstrap.sh
new file mode 100644
index 0000000..603d4eb
--- /dev/null
+++ b/src/bundle/gpu-node-bundle/node-bootstrap.sh
@@ -0,0 +1,127 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+echo "[BOOT] GPU node bundle starting"
+
+INSTALL_ROOT="/opt/argus-metric"
+BUNDLE_DIR="/bundle"
+STATE_DIR_BASE="/private/argus/agent"
+
+mkdir -p "$INSTALL_ROOT" "$STATE_DIR_BASE" /logs/train /logs/infer /buffers || true
+
+# Ensure world-writable logs dir with sticky bit (align with deployment_new policy)
+if [[ "${ARGUS_LOGS_WORLD_WRITABLE:-1}" == "1" ]]; then
+  chmod 1777 /logs/train /logs/infer || true
+else
+  chmod 755 /logs/train /logs/infer || true
+fi
+chmod 770 /buffers || true
+
+installed_ok=0
+
+# 1) already installed?
+if [[ -L "$INSTALL_ROOT/current" && -d "$INSTALL_ROOT/current" ]]; then
+  echo "[BOOT] client already installed at $INSTALL_ROOT/current"
+else
+  # 2) try local bundle first (argus-metric_*.tar.gz)
+  tarball=$(ls -1 "$BUNDLE_DIR"/argus-metric_*.tar.gz 2>/dev/null | head -1 || true)
+  if [[ -n "${tarball:-}" ]]; then
+    echo "[BOOT] installing from local bundle: $(basename "$tarball")"
+    tmp=$(mktemp -d)
+    tar -xzf "$tarball" -C "$tmp"
+    # locate root containing version.json
+    root="$tmp"
+    if [[ ! -f "$root/version.json" ]]; then
+      sub=$(find "$tmp" -mindepth 1 -maxdepth 1 -type d | head -n1 || true)
+      [[ -n "$sub" && -f "$sub/version.json" ]] && root="$sub"
+    fi
+    if [[ ! -f "$root/version.json" ]]; then
+      echo "[BOOT][WARN] version.json not found in bundle; fallback to FTP"
+    else
+      ver=$(sed -n 's/.*"version"\s*:\s*"\([^"]\+\)".*/\1/p' "$root/version.json" | head -n1)
+      if [[ -z "$ver" ]]; then
+        echo "[BOOT][WARN] failed to parse version from version.json; fallback to FTP"
+      else
+        target_root="$INSTALL_ROOT"
+        version_dir="$target_root/versions/$ver"
+        mkdir -p "$version_dir"
+        shopt -s dotglob
+        mv "$root"/* "$version_dir/" 2>/dev/null || true
+        shopt -u dotglob
+        if [[ -f "$version_dir/install.sh" ]]; then
+          chmod +x "$version_dir/install.sh" 2>/dev/null || true
+          (
+            export AUTO_START_DCGM="${AUTO_START_DCGM:-1}"
+            export DCGM_EXPORTER_DISABLE_PROFILING="${DCGM_EXPORTER_DISABLE_PROFILING:-1}"
+            export DCGM_EXPORTER_LISTEN="${DCGM_EXPORTER_LISTEN:-:9400}"
+            cd "$version_dir" && ./install.sh "$version_dir"
+          )
+          echo "$ver" > "$target_root/LATEST_VERSION" 2>/dev/null || true
+          ln -sfn "$version_dir" "$target_root/current" 2>/dev/null || true
+          if [[ -L "$target_root/current" && -d "$target_root/current" ]]; then
+            installed_ok=1
+            echo "[BOOT] local bundle install OK: version=$ver"
+          else
+            echo "[BOOT][WARN] current symlink not present after install; will rely on healthcheck to confirm"
+          fi
+        else
+          echo "[BOOT][WARN] install.sh missing under $version_dir; fallback to FTP"
+        fi
+      fi
+    fi
+  fi
+
+  # 3) fallback: use FTP setup if not installed
+  if [[ ! -L "$INSTALL_ROOT/current" && "$installed_ok" -eq 0 ]]; then
+    echo "[BOOT] fallback to FTP setup"
+    if [[ -z "${FTPIP:-}" || -z "${FTP_USER:-}" || -z "${FTP_PASSWORD:-}" ]]; then
+      echo "[BOOT][ERROR] FTP variables not set (FTPIP/FTP_USER/FTP_PASSWORD)" >&2
+      exit 1
+    fi
+    curl -u "$FTP_USER:$FTP_PASSWORD" -fsSL "ftp://$FTPIP:21/setup.sh" -o /tmp/setup.sh
+    chmod +x /tmp/setup.sh
+    /tmp/setup.sh --server "$FTPIP" --user "$FTP_USER" --password "$FTP_PASSWORD" --port 21
+  fi
+fi
+
+# 4) ensure argus-agent is running (best-effort)
+if ! pgrep -x argus-agent >/dev/null 2>&1; then
+  echo "[BOOT] starting argus-agent (not detected)"
+  setsid /usr/local/bin/argus-agent >/var/log/argus-agent.log 2>&1 < /dev/null &
+fi
+
+# 5) post-install selfcheck (run once) and state
+# prefer current version dir; fallback to first version under /opt/argus-metric/versions
+ver_dir=""
+if [[ -L "$INSTALL_ROOT/current" ]]; then
+  ver_dir="$(readlink -f "$INSTALL_ROOT/current" 2>/dev/null || true)"
+fi
+if [[ -z "$ver_dir" ]]; then
+  # pick the latest by name (semver-like); best-effort
+  ver_dir="$(ls -d "$INSTALL_ROOT"/versions/* 2>/dev/null | sort -V | tail -n1 || true)"
+fi
+
+if [[ -n "$ver_dir" && -x "$ver_dir/check_health.sh" ]]; then
+  echo "[BOOT] running initial health check: $ver_dir/check_health.sh"
+  if "$ver_dir/check_health.sh" >> "$ver_dir/.health_check.init.log" 2>&1; then
+    echo "[BOOT] initial health check completed (see $ver_dir/.health_check.init.log)"
+  else
+    echo "[BOOT][WARN] initial health check reported issues (see $ver_dir/.health_check.init.log)"
+  fi
+else
+  echo "[BOOT][WARN] initial health check skipped (script missing: $ver_dir/check_health.sh)"
+fi
+
+host="$(hostname)"
+state_dir="$STATE_DIR_BASE/${host}"
+mkdir -p "$state_dir" 2>/dev/null || true
+for i in {1..60}; do
+  if [[ -s "$state_dir/node.json" ]]; then
+    echo "[BOOT] node state present: $state_dir/node.json"
+    break
+  fi
+  sleep 2
+done
+
+echo "[BOOT] ready; entering sleep"
+exec sleep infinity
diff --git a/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/.gitignore b/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/.gitignore
new file mode 100644
index 0000000..e660fd9
--- /dev/null
+++ b/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/.gitignore
@@ -0,0 +1 @@
+bin/
diff --git a/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/bin/argus-agent b/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/bin/argus-agent
deleted file mode 100755
index cb9ff7e..0000000
--- a/src/metric/client-plugins/all-in-one-full/plugins/argus-agent/bin/argus-agent
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e2e57a49ebf85f2a790381f73cabe22408d0f7428a5a5181724160781e73a75c
-size 7583784