The 450,000-square-foot plant in Independence, Missouri, is expected to be fully operational by 2028.
Anduril, founded by Oculus Rift creator Palmer Luckey, is taking over the Army's $22 billion program to create an augmented-reality headset.
The portable oxygen device would cut down the need for oxygen cylinders.