I've made it stop blinking. Early game when you don't have many items. Later on it becomes a day task, so can't be bothered.
You really have to go in your inventory and click every single item as 'read' that isn't displayed yet as such. Including spikes or parts each time you get one. As I say, very annoying to make it unblink, so you're better off ignoring it.