If we want developers to care about the state of the builds, they should have nice UI to see what's going on.
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This is all handled in Gitlab with CI job logs displayed easily for Flatpak builds. Flathub has it's own build page where you can see build status as well. As for AppImages they're not centralised anywhere so no real infrastructure to speak of. Snaps I'm not certain of, perhaps @scarlettmoore can weigh in there.