Describe the bug
Currently, our GitHub Actions workflows are inconsistent in the runner configuration:
This inconsistency may lead to unexpected behavior or environment differences between jobs.
Since Ubuntu 24.04 is GA, we should standardize all workflows to use ubuntu-24.04 to ensure a consistent and up-to-date build environment.
To Reproduce
Expected behavior
Screenshots
Additional context