The cannon mounted onto Genenoir's upper head also works as an antennae, able to hack through military devices. Hacked devices release a steady stream of purple smoke, meaning the device is far beyond fixing.
The antenna on its head captures radio waves from the world of spirits that command it to take people there. This ancient bug Pokémon was altered by Team Plasma.