update from 2022 to 2024 image
- [x] closes  #57719
- [ ] All [code checks passed](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit).
- [ ] Added an entry in the latest `doc/source/whatsnew/vX.X.X.rst` file if fixing a bug or adding a new feature.

Thanks for identifying @lopof. Looks like `default` maps to a LTS version and is avoiding the brownout period so going to merge for now. If needed we can pin to a specific image in a follow up 