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OpenClaw Node Architecture: Scaling AI Workloads

<p>As AI agents become more sophisticated, running them entirely on a single machine or relying purely on cloud APIs creates bottlenecks. The solution? A distributed node architecture, like the one pioneered by <strong>OpenClaw</strong>.</p> <h2>The Gateway and Nodes</h2> <p>OpenClaw separates the control plane (the Gateway) from the execution environment (the Nodes). This means you can have a lightweight Gateway orchestrating complex tasks across a fleet of specialized Nodes—some optimized for GPU inference, others for secure browser automation.</p> <h2>Seamless Tool Execution</h2> <p>When an agent needs to execute a command or run a script, the Gateway routes the request to an appropriate Node. This allows for secure, sandboxed execution without risking the host environment, a critical feature for any production-grade agent framework.</p>