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I finally managed to crack the way to generate release notes and automatically clean them up. We can now release everything from a single starting point. Additionally, the changelog is updated as soon as a release is done.
Unfortunately doing it all from the GitHub releases UI was a bit too much as deleting and regenerating the tag loses the connection between the release and the GitHub action. But with this action we still have a nice way to do releases.
Lastly, I added an additional safety check to make sure we don't accidentally tag the wrong branch.