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It doesn't delete the task when you mark it complete, it merely hides it from view (when using the default view settings). Turn on the View Bar (View->Show View Bar or cmd-shift-V), set the action selector (the third one from the left over the main outline) to Any Status and you will see all the actions whether completed or not.