OK, just pressing it on the laser head was a bit optimistic. The anodized aluminium and the PLA are both pretty slippery. Things might have worked better if I had made the hole a bit (few tenth of a millimeter) smaller to have a bit more pressure. Anyway, it fell off. So I put double sided tape underneath. Let's see if that is enough.