Their centaur idea[1] is interesting and quite straightforward. It should be fairly easy to implement using a coding agent for the LLM and the ask-and-tell interface in pycma[2].
[1]: https://github.com/ferreirafabio/autoresearch-automl/blob/ma...
[2]: https://github.com/CMA-ES/pycma