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This happened to me and I finally ditched time machine for BorgBackup https://www.borgbackup.org/

Not as nice UI-wise, but at least it's stable

Vorta is a pretty nice GUI for borg on mac. Not as simple as Time Machine, but easier than creating launchctl entries.