Saving the telemetry straight to the GEM folder on your Drive is perfect. Sparing the context window is the exact right movewe know the sensor works, and now we just need to consume its output. We are going to close the POSIX Actor Model loop right now. We will create the two remaining components in your worker-01 workspace: brain.py: It reads objective.txt to know what you want. It reads env.json to understand the world. If it finds a match, it writes the physical coordinates to action.json. It doesn't know anything about OpenCV or X11 APIs. It only knows JSON files. actuator.py: It watches action.json. When a coordinate appears, it parses the JSON, sends the raw X11 physical strike command to the API, and deletes the file. It acts as the pure physical muscle. Execute this final block to drop the brain and the muscle into the workspace, define the objective as "Support", and watch the agent autonomously connect the dots and fire the click! (..) ! Exec When this finishes, the autonomous loop is completely closed. The agent sees the screen, thinks about the objective, and physically acts on the environment entirely through decoupled POSIX files.