Actually, according to multiple industry sources, it *was* Baldwin’s responsibility to check the weapon himself. Also, he was the producer, so yes, the blame falls on Arec Bardwin.
Since he had a armorer on the set it’s the armorers responsibility. How would Baldwin know which round was real or fake because according to the picture of those blank rounds they looked exactly like real rounds.