These are still on Buster. To upgrade the existing stack at least two things need to be resolved:
- build the patched ratbox for bullseye-wikimedia
- Migrate the Python parts of the broadcasting stack to Python 3
The alternative is to move forward with https://phabricator.wikimedia.org/T234234