How to install Docker for Mac in CI?

We are trying to run Docker in CI on a Mac OS image. Docker CE can be installed with homebrew, which is very easy, but starting it for the first time appears to require UI interaction. Is there any way to start the docker daemon that doesn’t require clicking around with the mouse?

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