It is confusing because it makes you believe this is a permission issue, when in fact the task was deleted
e.g. the task below we deleted
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Agreed! I also find it confusing. Same applies to projects, I think?
Is it really a privacy issue to let someone know it was deleted? 
Kind of because only the person who deleted it can see it, but still 