diff --git a/backend/agenteval/intelligent_eval/openclaw_client.py b/backend/agenteval/intelligent_eval/openclaw_client.py
index 7cd1d23..0d83767 100644
--- a/backend/agenteval/intelligent_eval/openclaw_client.py
+++ b/backend/agenteval/intelligent_eval/openclaw_client.py
@@ -26,16 +26,19 @@ class OpenClawCron:
 class OpenClawClient:
     """Client for OpenClaw CLI commands."""
 
-    def __init__(self, openclaw_bin: str = "openclaw"):
+    def __init__(self, openclaw_bin: str = "docker", container_name: str = "openclaw-eval", gateway_token: str = "agenteval-openclaw-token-2026"):
         self.openclaw_bin = openclaw_bin
+        self.container_name = container_name
+        self.gateway_token = gateway_token
 
     async def _run_command(self, *args: str) -> tuple[int, str, str]:
-        """Run an OpenClaw CLI command.
+        """Run an OpenClaw CLI command via docker exec.
 
         Returns:
             (returncode, stdout, stderr)
         """
-        cmd = [self.openclaw_bin] + list(args)
+        # token 需要放在子命令後面
+        cmd = [self.openclaw_bin, "exec", self.container_name, "openclaw"] + list(args) + [f"--token={self.gateway_token}"]
         _logger.debug(f"Running OpenClaw command: {' '.join(cmd)}")
 
         process = await asyncio.create_subprocess_exec(
@@ -64,8 +67,8 @@ class OpenClawClient:
         Args:
             name: Cron job name
             schedule: Cron schedule expression (e.g., "* * * * *")
-            skill: Skill to execute
-            state: Initial state (JSON)
+            skill: Skill to execute (sent as message to trigger skill)
+            state: Initial state (JSON, stored in description)
 
         Returns:
             Cron job ID
@@ -74,29 +77,32 @@ class OpenClawClient:
             RuntimeError: If creation fails
         """
         args = [
-            "automations",
-            "create",
-            schedule,
+            "cron",
+            "add",
+            "--cron", schedule,
             f"--name={name}",
-            f"--skill={skill}",
+            f"--message={skill}",
+            "--json",
         ]
 
         if state:
-            args.append(f"--state={json.dumps(state)}")
+            # Store state in description since there's no --state option
+            args.append(f"--description=state:{json.dumps(state)}")
 
         returncode, stdout, stderr = await self._run_command(*args)
 
         if returncode != 0:
             raise RuntimeError(f"Failed to create cron: {stderr}")
 
-        # Parse cron ID from output
-        # Expected output format: "Created automation <id>"
-        lines = stdout.strip().split("\n")
-        for line in lines:
-            if "Created automation" in line:
-                cron_id = line.split()[-1]
+        # Parse cron ID from JSON output
+        try:
+            data = json.loads(stdout)
+            cron_id = data.get("id")
+            if cron_id:
                 _logger.info(f"Created OpenClaw cron {cron_id}: {name}")
                 return cron_id
+        except json.JSONDecodeError:
+            pass
 
         raise RuntimeError(f"Failed to parse cron ID from output: {stdout}")
 
@@ -110,8 +116,8 @@ class OpenClawClient:
             RuntimeError: If deletion fails
         """
         returncode, stdout, stderr = await self._run_command(
-            "automations",
-            "remove",
+            "cron",
+            "rm",
             cron_id,
         )
 
@@ -130,7 +136,7 @@ class OpenClawClient:
             RuntimeError: If listing fails
         """
         returncode, stdout, stderr = await self._run_command(
-            "automations",
+            "cron",
             "list",
             "--json",
         )
diff --git a/deploy/t480/Dockerfile b/deploy/t480/Dockerfile
index 1cb80f7..ba161cf 100644
--- a/deploy/t480/Dockerfile
+++ b/deploy/t480/Dockerfile
@@ -24,9 +24,15 @@ RUN sed -i \
     -e 's|security.debian.org|mirrors.aliyun.com/debian-security|g' \
     /etc/apt/sources.list 2>/dev/null || true
 
-# Install any system build dependencies that may be needed for Python wheels.
+# Install Docker CLI from Aliyun mirror (for China network) and build dependencies.
 RUN apt-get update \
-    && apt-get install -y --no-install-recommends gcc \
+    && apt-get install -y --no-install-recommends gcc ca-certificates curl gnupg \
+    && install -m 0755 -d /etc/apt/keyrings \
+    && curl -fsSL https://mirrors.aliyun.com/docker-ce/linux/debian/gpg | gpg --dearmor -o /etc/apt/keyrings/docker.gpg \
+    && chmod a+r /etc/apt/keyrings/docker.gpg \
+    && echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.gpg] https://mirrors.aliyun.com/docker-ce/linux/debian $(. /etc/os-release && echo $VERSION_CODENAME) stable" > /etc/apt/sources.list.d/docker.list \
+    && apt-get update \
+    && apt-get install -y --no-install-recommends docker-ce-cli \
     && rm -rf /var/lib/apt/lists/*
 
 COPY pyproject.toml README.md alembic.ini ./
diff --git a/deploy/t480/docker-compose.yml b/deploy/t480/docker-compose.yml
index 5cffb14..42955a0 100644
--- a/deploy/t480/docker-compose.yml
+++ b/deploy/t480/docker-compose.yml
@@ -20,6 +20,8 @@ services:
       - ../../backend:/app/backend:ro
       # Mount .env so Pydantic Settings can load deployment-specific config.
       - ../../.env:/app/.env:ro
+      # Mount Docker socket for managing openclaw-eval container (cron pool).
+      - /var/run/docker.sock:/var/run/docker.sock
     restart: unless-stopped
 
   openclaw-eval:
@@ -31,4 +33,5 @@ services:
       - ../../data/openclaw:/home/node/.openclaw
     environment:
       - AGENTEVAL_API_URL=http://agenteval:8000
+      - OPENCLAW_GATEWAY_TOKEN=agenteval-openclaw-token-2026
     restart: unless-stopped
diff --git a/frontend/web/src/App.tsx b/frontend/web/src/App.tsx
index a2be86f..b468be0 100644
--- a/frontend/web/src/App.tsx
+++ b/frontend/web/src/App.tsx
@@ -99,6 +99,7 @@ const menuItems: MenuProps['items'] = [
     label: '智能评估',
     children: [
       { key: '/intelligent-evals', icon: <BulbOutlined />, label: '评估列表' },
+      { key: '/cron-pool', icon: <DashboardOutlined />, label: 'Cron 池监控' },
     ],
   },
   {