Setup GitHub app. Install the arc helm charts. Install a buildkitd statefulset.
Update parans on build to use buildkitd.
That's not to say there aren't better caching strategies, but a really basic ephemeral setup is right there.
I haven't used it yet but these two features make it the clear favourite for me in alternate github action runners