A detailed guide outlines a method for running an OpenClaw agent, an open-source personal AI assistant, entirely locally and securely isolated on a Mac, mitigating significant data exposure risks. The core development is a multi-layered sandbox environment constructed using Colima for the virtual machine, VS Code dev containers for the agent's runtime, and oMLX to serve a local large language model, specifically Qwen3.6–35B-A3B. This setup enables the agent to perform tasks, keep memory, and execute tools like shell commands and browser automation without direct access to the host machine's sensitive data.