This looks like backwards. I would understand using a LLM to generate a GitHub Actions YAML, but always running your action from a Markdown file seems extremely wasteful in terms of resources.

Edit: ok, looking at example it makes more sense. The idea is to run specific actions that are probably not well automated, like generating and keeping documentation up-to-date. I hope people don't use it to automate things like CI runs though.