Techniques are disclosed for additive manufacturing systems and methods to form reinforced additive manufactured objects. A method for forming a reinforced additive manufactured object includes forming a first structural layer with a first void that extends partially through the first structural layer, forming a second structural layer with a second void that extends fully through the second structural layer to a border between the first structural layer and the second structural layer, where the first void and the second void align to form a cross-load void across the border between the first and second structural layers, and filling the cross-load void with a reinforcing material to form a cross-load member.